From 092ee1452b5f68c4a212a590f98c12b440451e54 Mon Sep 17 00:00:00 2001 From: EricThomson Date: Mon, 15 Sep 2025 09:03:35 -0400 Subject: [PATCH 01/12] initial commit for intro to ai/llms --- lessons/05_AI_intro/01_intro_nlp_llms.md | 145 +++++++++++++++++++++++ lessons/05_AI_intro/README.md | 4 +- 2 files changed, 147 insertions(+), 2 deletions(-) create mode 100644 lessons/05_AI_intro/01_intro_nlp_llms.md diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md new file mode 100644 index 0000000..52051e7 --- /dev/null +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -0,0 +1,145 @@ +# Introduction: Large Language Models +General overview aned introduction. GPT etc etc. + +> Welcome to the first lesson in the AI module! In this lesson, we will look at how Large Language Models (LLMs) like ChatGPT work. First, we will explore field of natural language processing (NLP) more generally. Next, we will demystify how models such as GPT are built, explain key ideas like tokenization, embeddings, and self-attention, and connect these concepts back to the machine learning skills you’ve already learned. By the end, you’ll have a clearer sense of how modern AI models represent meaning, generate new text, and why this matters for the AI tools you will be learning about in later lessons. + +## 1. Natural language processing (NLP) +While we will provide a brief overview of NLP, we could easily spend an entire course on the topic. If you want to learn more about NLP, check out the following resources: + +- [Brief overview from deeplearning.ai](https://www.deeplearning.ai/resources/natural-language-processing/) +- [YouTube video summary](https://www.youtube.com/watch?v=Uuz8ZTV5vdA) +- [Full Stanford online course](https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4) + +### What is NLP? +NLP is a subfield of artificial intelligence (AI) that aims to give computers the ability to process and generate meaningful human language. This is a very difficult problem: there is a wide gap between the subtle nuances of natural human communication, on one hand (things like slang, jokes, sarcasm, and cultural references), and the rigid, logical structures of computer programs on the other. + +The goals of NLP span a wide spectrum, including: +- *Text classification*, where content is sorted into predefined categories (e.g., spam) +- *Machine translation*, which converts text from one language to another +- *Sentiment analysis*, where the emotional tone of text as positive, negative, or neutral is determined. +- Search engines that retrieve and synthesize precise responses to user queries. +- *Conversational AI*, which powers chatbots and virtual assistants that engage in fluid, multi-turn dialogues. + +Ultimately, NLP's aims to make human-computer interaction as intuitive as human-to-human exchanges, so it can be used in fields as diverse as healthcare diagnostics, explaining complex legal documents, and personalized education. + +### NLP Methods +The field of NLP has seen a transformation in methodology over the past 50 years. It has seen a progression from rigid, rule-based approaches to data-driven, adaptive techniques that leverage machine learning and neural networks. + +In its early days, NLP depended on rule-based systems and hand-crafted grammars to parse linguistic inputs. In these days, human experts manually encoded explicit linguistic rules into NLP systems. These methods were brittle, and struggled with the variability in real-world language. + +The shift to statistical methods in the late 20th century marked a shift in method, incorporating probabilities to model patterns in language. This paved the way for machine learning, where algorithms learn directly from examples. Today, the dominant paradigm is deep learning. As we saw last week, deep learning is a subset of machine learning that uses neural networks with multiple layers to automatically extract features from raw data. + +At the forefront of this approach are large language models (LLMs), such as those powering tools like GPT, which are pre-trained on billions of internet-scale sources of text. This modern approach has dramatically advanced performance, though it still grapples with challenges like bias in training data and computational demands. + +The release of ChatGPT (from OpenAI) on November 30, 2022, was a watershed moment in the history of NLP. It lead to a massive surge in public awareness and usage of LLMs. This easily accessible chatbot allowed millions to interact directly with an advanced LLM. Overnight, the app amassed over a million users, and almost instantly generated awareness of the power of AI. It also accelerated its adoption in industries like education, customer service, and content creation. + +The newest wave of LLMs inspired a surge in research, and spawned ethical debates on issues like misinformation (LLM hallucinations), job displacement, and even concerns about [conscious AI](https://www.scientificamerican.com/article/google-engineer-claims-ai-chatbot-is-sentient-why-that-matters/). For an interesting discussion of the impact of ChatGPT on the field of NLP, see the [oral history in Quanta Magazine](https://www.quantamagazine.org/when-chatgpt-broke-an-entire-field-an-oral-history-20250430/). + +Since 2022, LLMs and NLP have shifted from being mostly academic curiosities, to tools that attract billions in venture capital that are reshaping how millions of people learn and interact with computers. + +In the rest of this lesson, we will learn some of the technical basics of how LLMs like ChatGPT work, and try to demystify their operations. Ultimatley, they are just another machine learning model, and they are trained to predict the next token in a string of tokens. + + +# 2 General overview of gpt and LLM +What is large +Pretrained models +Tokenizing Embedding (we will cover this) +Transformer and attention to create better embeddings +Next word prediction: autoregression -- tons of training data + + + +## 2. What Are Language Models (and LLMs)? +Show the progression from early NLP to modern LLMs and why LLMs are different. + +**Topics to cover:** +- What is a language model? (next-word prediction, completion) +- Early NLP (rule-based → bag-of-words → word2vec) +- The shift to transformers and LLMs +- What makes a model 'large'? (parameters, data, compute) +- Rise of pretrained models (e.g., BERT, GPT) + +**External resources:** +- [A Visual Intro to Language Models – Jay Alammar](https://jalammar.github.io/blog/) +- [How GPT Works (YouTube) – Jay Alammar](https://www.youtube.com/watch?v=bAUM1tG4q6Q) +- [What is a Language Model? (Medium)](https://medium.com/analytics-vidhya/what-is-a-language-model-7412c6c2da5e) + +## 3. Key Concepts Behind LLMs + Explain the core ideas behind modern LLMs. Demystifying LLMs. + +**Topics to cover:** +- Transformers and self-attention + - Why attention beats RNNs for language + - Intuition: attending to relevant words +- Embeddings: how language becomes math +- Pretraining vs. fine-tuning + - Pretraining on large corpora + - Fine-tuning options: + - Full fine-tuning + - Adapter layers + - Prompt-/prefix-/LoRA-style tuning (brief overview) + +**External resources:** +- [Transformers – A Friendly Introduction (YouTube)](https://www.youtube.com/watch?v=4Bdc55j80l8) +- [The Illustrated Transformer – Jay Alammar](https://jalammar.github.io/illustrated-transformer/) +- [Hugging Face: Pretraining vs. Fine-tuning](https://huggingface.co/transformers/training.html) +- [OpenAI: Guide to Fine-tuning](https://platform.openai.com/docs/guides/fine-tuning) + +## 4. How Language Becomes Numbers: Tokenization +Explain tokenization clearly, show real examples, and connect to embeddings. + +**Topics to cover:** +- What is tokenization? + - Text → tokens → numeric IDs → vectors + - Example: “The cat sat.” → `['The', 'cat', 'sat', '.']` +- WordPiece / Byte-Pair Encoding (BPE) basics +- Why subwords help (e.g., “unhappiness” → “un”, “happi”, “ness”) + +**External resources:** +- [Tokenization Explained (YouTube) – AssemblyAI](https://www.youtube.com/watch?v=oI4a5FVtxbY) +- [Byte Pair Encoding for Beginners (Medium)](https://towardsdatascience.com/byte-pair-encoding-subword-tokenization-algorithm-77828a70bee0) + +**Code placeholder:** +```python +# Show raw tokens for a sentence using an OpenAI or Hugging Face tokenizer. +# Example: +# tokens = tokenizer("The cat sat on the mat.") +# print(tokens) # ['The', 'cat', 'sat', 'on', 'the', 'mat', '.'] +``` + +## 5. Embeddings and SEmantic Relationships +Show how similar meanings cluster in space using embeddings. + +**Topics to cover:** +- Embedding space: high-dimensional vectors with semantic structure +- Similar words cluster (e.g., king, queen, prince) +- Project to 2D with PCA (or UMAP) for visualization + +**Code placeholder:** +```python +# 1) Choose 10–20 words/phrases +# 2) Get embeddings (e.g., OpenAI 'test-embedding-3-small') +# 3) Reduce to 2D with PCA +# 4) Plot with matplotlib and label points +``` + +**External resources:** +- [OpenAI Docs – Embeddings](https://platform.openai.com/docs/guides/embeddings) +- [Word Embeddings Visualization with PCA (YouTube)](https://www.youtube.com/watch?v=T6XKQ2ZGW8I) +- [Visualizing Embeddings – Distill.pub](https://distill.pub/2016/misread-tsne/) + +## 6. Summary: Why This Matters + +**Key takeaways:** +- Language models power many modern AI applications. +- LLMs learn semantic structure by representing meaning in vector space. +- Tokenization and embeddings explain what models “know.” +- Connects to prior ML concepts (classification, clustering) by adding representation learning. + +## 7. Optional Further Exploration + +**Links:** +- [Hugging Face Course – Chapter 1](https://huggingface.co/course/chapter1) +- [OpenAI Cookbook – Embedding Visualization Notebook](https://github.com/openai/openai-cookbook/blob/main/examples/Embeddings_visualization.ipynb) +- [Cohere Text Embedding Playground](https://txt.cohere.com/) + diff --git a/lessons/05_AI_intro/README.md b/lessons/05_AI_intro/README.md index 9ebd0f0..99de5be 100644 --- a/lessons/05_AI_intro/README.md +++ b/lessons/05_AI_intro/README.md @@ -7,8 +7,8 @@ Welcome to the Week 5 in Python 200, Introduction to Artificial Intelligence! > For an introduction to the course, and a discussion of how to set up your environment, please see the [Welcome](../README.md) page. ## Topics -1. [Introduction to language processing](01_intro_nlp.md) -Explain what LLMs are and how they differ from earlier NLP models, and why language models have become so much more powerful recently. Discuss how language is converted to vectors (tokenization). Give broad overview of AI landscape. +1. [Introduction to natural language processing](01_intro_nlp_llms.md) +An introduction to the field of natural language processing (NLP), and large language models (LLMs). Demystifying current large language models: an explanation of how they work, how they are trained. A demonstration of how meaning is represented in LLMs, with visualization. 2. [OpenAI Chat Completions API](02_open_ai_api.md) Intro and overview of openai api chat completions endpoint. Go over required params (messages/model), but also the important optional params (max_tokens, temperature, top_p etc). Mention responses endpoint (more friendly to tools/agents). Discuss and demonstrate use of moderations endpoint. From d35227854d4232be94e8c65e0cd04254e691a402 Mon Sep 17 00:00:00 2001 From: EricThomson Date: Wed, 17 Sep 2025 16:05:23 -0400 Subject: [PATCH 02/12] intro to llms section added --- lessons/05_AI_intro/01_intro_nlp_llms.md | 45 +++++++++++++++--- lessons/05_AI_intro/README.md | 2 +- .../resources/pretrained_finetuned_llm.jpg | Bin 0 -> 143163 bytes 3 files changed, 39 insertions(+), 8 deletions(-) create mode 100644 lessons/05_AI_intro/resources/pretrained_finetuned_llm.jpg diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index 52051e7..a468d35 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -17,10 +17,9 @@ The goals of NLP span a wide spectrum, including: - *Text classification*, where content is sorted into predefined categories (e.g., spam) - *Machine translation*, which converts text from one language to another - *Sentiment analysis*, where the emotional tone of text as positive, negative, or neutral is determined. -- Search engines that retrieve and synthesize precise responses to user queries. - *Conversational AI*, which powers chatbots and virtual assistants that engage in fluid, multi-turn dialogues. -Ultimately, NLP's aims to make human-computer interaction as intuitive as human-to-human exchanges, so it can be used in fields as diverse as healthcare diagnostics, explaining complex legal documents, and personalized education. +Ultimately, NLP aims to make human-computer interaction as intuitive as human-to-human exchanges, so it can be used in fields as diverse as healthcare diagnostics, explaining complex legal documents, and personalized education. ### NLP Methods The field of NLP has seen a transformation in methodology over the past 50 years. It has seen a progression from rigid, rule-based approaches to data-driven, adaptive techniques that leverage machine learning and neural networks. @@ -29,19 +28,51 @@ In its early days, NLP depended on rule-based systems and hand-crafted grammars The shift to statistical methods in the late 20th century marked a shift in method, incorporating probabilities to model patterns in language. This paved the way for machine learning, where algorithms learn directly from examples. Today, the dominant paradigm is deep learning. As we saw last week, deep learning is a subset of machine learning that uses neural networks with multiple layers to automatically extract features from raw data. -At the forefront of this approach are large language models (LLMs), such as those powering tools like GPT, which are pre-trained on billions of internet-scale sources of text. This modern approach has dramatically advanced performance, though it still grapples with challenges like bias in training data and computational demands. +At the forefront of this approach are large language models (LLMs), such as those powering tools like GPT, which are pre-trained on billions of internet-scale sources of text. Such modern models, which we will discuss next, have dramatically advanced performance, though they still grapple with challenges like bias in training data and computational demands. The release of ChatGPT (from OpenAI) on November 30, 2022, was a watershed moment in the history of NLP. It lead to a massive surge in public awareness and usage of LLMs. This easily accessible chatbot allowed millions to interact directly with an advanced LLM. Overnight, the app amassed over a million users, and almost instantly generated awareness of the power of AI. It also accelerated its adoption in industries like education, customer service, and content creation. The newest wave of LLMs inspired a surge in research, and spawned ethical debates on issues like misinformation (LLM hallucinations), job displacement, and even concerns about [conscious AI](https://www.scientificamerican.com/article/google-engineer-claims-ai-chatbot-is-sentient-why-that-matters/). For an interesting discussion of the impact of ChatGPT on the field of NLP, see the [oral history in Quanta Magazine](https://www.quantamagazine.org/when-chatgpt-broke-an-entire-field-an-oral-history-20250430/). -Since 2022, LLMs and NLP have shifted from being mostly academic curiosities, to tools that attract billions in venture capital that are reshaping how millions of people learn and interact with computers. +Since 2022, LLMs have shifted from being mostly academic curiosities to tools that attract billions in revenue from major software companies, and they are reshaping how millions of people learn and interact with computers. + +In the rest of this lesson, we will learn some of the technical basics of how LLMs like ChatGPT work, and try to demystify their operations. Ultimateley, they are just another machine learning model, and they are trained to predict the next token in a string of tokens. Sort of like + + +## 2. Large language models (LLMs) +### LLMs: large-scale autocomplete suggestions +Modern LLMs are machine learning models that are trained to predict the next word in a sequence, given all the words that came before. Imagine starting a sentence, and the model is tasked with filling in the blank: "The cat sat on the ___." The model looks at the context and generates a probability distribution over possible words. It might estimate that "mat" has a 70% chance, "floor" 20%, "sofa" 5%, and so on. It then picks the most likely candidate (or sometimes samples from that distribution to keep things more varied). + +This simple "predict the next word" trick turns out to be extremely powerful. By repeating it over and over, LLMs can generate entire paragraphs, answer questions, write code, or carry on conversations. + +There is an excellent discussion of this at 3blue1brown (the following will open a video at YouTube): + +[![Watch the video](https://img.youtube.com/vi/LPZh9BOjkQs/hqdefault.jpg)](https://www.youtube.com/watch?v=LPZh9BOjkQs) + + +You have likely seen a similar mechanism on your phone when writing text and it suggests the next word using its *autocomplete* feature. Basically what LLMs do is autocompletion on a large scale. What makes LLMs *large* is the amount of data used to train them, and the size of the models. + +LLMs are trained on enormous amounts of text: essentially summaries of human knowledge taken from the entire internet. Also, the models themselves have billions (sometimes even trillions) of parameters, which allow the model to capture much more subtle patterns in language. It's this large scale, as well as the underlying transformer architecture (which we will discuss below) that makes modern LLMs so powerful, so much more fluent and flexible, compared to your phone's autocomplete function. + +### How LLMs Learn +The training process itself for LLMs is also different from what we saw in the ML module, where humans provide labeled data as ground truth to help train the models. LLMs use what’s called *self-supervised learning* (or sometimes *autoregression*). + +Instead of humans labeling data by hand, textual data, such as "The cat sat on the mat" comes pre-labeled -- the "correct next word" is baked into the text itself. Therefore, you can train LLMs on huge bodies of text without any manual annotation. This allows the model to scale up to billions or trillions of training examples, slowly learning grammar, facts, reasoning examples, and even stylistic patterns, simply by getting better and better at the next-word prediction game. + +There is one wrinkle we should cover before moving on to more technical matters. There are really two different ways that LLms learn. First, by training on huge bodies of text in next-word-prediction task, we end up with *foundational* or *pretrained* models. These are general purpose models that embody information from extremely broad sources. However, they aren't very good as personal assistants, chatbots, etc. To get that, a second training step is needed, where these foundational models are *fine-tuned* on a labeled dataset that is tailored to a specific task or application (like back-and-forth chatting). + +![pretrained vs fine-tuned llm](resources/pretrained_finetuned_llm.jpg) + +In other words, fine-tuning takes a base model and adjusts it for specific purposes, such as answering questions safely, following instructions, or writing in a particular style. There are different ways to do this: supervised fine-tuning or reinforcement learning with human feedback (RLHF). The result is that you can build specialized models on top of the same foundation -- one version might become a customer service chatbot, another a medical assistant, and another a coding helper. The distinction between the general base model and its fine-tuned variants is key to understanding why LLMs are so adaptable in practice. + +While in this course we will not go through building your own LLM, the excellent book [Build a Large Language Model from Scratch](https://www.manning.com/books/build-a-large-language-model-from-scratch) by Sebastian Raschka, walks you through this process using PyTorch if you are interested. The above picture is adapted from his book. + +In the next section we will dig into the details a bit more about how LLMS work: as we said, it isn't just that they are *large*, but their particular computational architecture, that makes them so powerful. + + -In the rest of this lesson, we will learn some of the technical basics of how LLMs like ChatGPT work, and try to demystify their operations. Ultimatley, they are just another machine learning model, and they are trained to predict the next token in a string of tokens. -# 2 General overview of gpt and LLM -What is large Pretrained models Tokenizing Embedding (we will cover this) Transformer and attention to create better embeddings diff --git a/lessons/05_AI_intro/README.md b/lessons/05_AI_intro/README.md index 99de5be..073e019 100644 --- a/lessons/05_AI_intro/README.md +++ b/lessons/05_AI_intro/README.md @@ -14,7 +14,7 @@ An introduction to the field of natural language processing (NLP), and large lan Intro and overview of openai api chat completions endpoint. Go over required params (messages/model), but also the important optional params (max_tokens, temperature, top_p etc). Mention responses endpoint (more friendly to tools/agents). Discuss and demonstrate use of moderations endpoint. 3. [Abstraction layers](03_abstractions.md) -Instead of getting locked into a single vendor or style, there are a few packages that provide an abstraction layer across LLM providers and local LLMs (you can run inference locally using Ollama). Here we'll discuss a few of these (langchain, liteLLM, any-llm). +Instead of getting locked into a single vendor or style, there are a few packages that provide an abstraction layer across LLM providers and local LLMs (you can run inference locally using Ollama). Here we'll discuss a few of these (langchain, liteLLM, any-llm), and show how to use liteLLM. 4. [Prompt engineering](04_prompt_engineering.md) There are better and worse ways to get responses from a model, here we'll go over the fundamentals of *prompt engineering*. 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zpBHn=j~pwT9*JJFMcbn1=(c+Lbh*EWAr98cWtw~D2rP9Q9Zo}fd-3uechsyN>6t6S z?Xr`uQZaoab>VD=j@rqh@iooOgOq3R{!Y+yhVN=jv~{Cdu$)QbNg}&vBo7^@%q{ZE z#aBF4#kZ^vi`A^wjbh}fIV+*ZS+ePkc`KxTooRJbb;4l|QAbueqJIFt%!F+Had`wYe3BmkxG_MbYBlI26!Yc~OxkBsd9F^zNnD zvrWDUT>78PJx6}VA7gY#`#b|Q*V`pBP%7KoEkh@nbhD@k=-3yeR#rKqfRsTq50j6v zt>4&gG=EGU4qY?5eye0?2WsGbii3fyD8wBfIUk*~iHmf7JNs`t^DXMT$ Kz?8qqFaOzdc)6+o literal 0 HcmV?d00001 From cb5d75c8ccb79ae622320647f5ecc02e8c00b4c5 Mon Sep 17 00:00:00 2001 From: EricThomson Date: Wed, 17 Sep 2025 16:06:08 -0400 Subject: [PATCH 03/12] RLHF discussion added --- lessons/05_AI_intro/01_intro_nlp_llms.md | 18 ++++++++++++------ 1 file changed, 12 insertions(+), 6 deletions(-) diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index a468d35..a8ca621 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -40,7 +40,7 @@ In the rest of this lesson, we will learn some of the technical basics of how LL ## 2. Large language models (LLMs) -### LLMs: large-scale autocomplete suggestions +### LLMs: autocomplete at scale Modern LLMs are machine learning models that are trained to predict the next word in a sequence, given all the words that came before. Imagine starting a sentence, and the model is tasked with filling in the blank: "The cat sat on the ___." The model looks at the context and generates a probability distribution over possible words. It might estimate that "mat" has a 70% chance, "floor" 20%, "sofa" 5%, and so on. It then picks the most likely candidate (or sometimes samples from that distribution to keep things more varied). This simple "predict the next word" trick turns out to be extremely powerful. By repeating it over and over, LLMs can generate entire paragraphs, answer questions, write code, or carry on conversations. @@ -52,18 +52,24 @@ There is an excellent discussion of this at 3blue1brown (the following will open You have likely seen a similar mechanism on your phone when writing text and it suggests the next word using its *autocomplete* feature. Basically what LLMs do is autocompletion on a large scale. What makes LLMs *large* is the amount of data used to train them, and the size of the models. -LLMs are trained on enormous amounts of text: essentially summaries of human knowledge taken from the entire internet. Also, the models themselves have billions (sometimes even trillions) of parameters, which allow the model to capture much more subtle patterns in language. It's this large scale, as well as the underlying transformer architecture (which we will discuss below) that makes modern LLMs so powerful, so much more fluent and flexible, compared to your phone's autocomplete function. +LLMs are trained on enormous collections of text, including books, Wikipedia, articles, and large parts of the internet. The models also contain billions (sometimes even trillions) of parameters, which allow the model to capture much more subtle patterns in language. It's this large scale, as well as the underlying transformer architecture (which we will discuss below) that makes modern LLMs so much more fluent and flexible than your phone's autocomplete feature. ### How LLMs Learn -The training process itself for LLMs is also different from what we saw in the ML module, where humans provide labeled data as ground truth to help train the models. LLMs use what’s called *self-supervised learning* (or sometimes *autoregression*). +The training process itself for LLMs is also different from what we saw in the ML module, where humans provide labeled data as ground truth to help train the models. Instead, LLMs use what’s called *self-supervised learning*. Because the "correct next word" is already present in every text sequence, the data effectively labels itself. -Instead of humans labeling data by hand, textual data, such as "The cat sat on the mat" comes pre-labeled -- the "correct next word" is baked into the text itself. Therefore, you can train LLMs on huge bodies of text without any manual annotation. This allows the model to scale up to billions or trillions of training examples, slowly learning grammar, facts, reasoning examples, and even stylistic patterns, simply by getting better and better at the next-word prediction game. +For example, in the phrase "The cat sat on the mat," the model can practice by hiding "mat" and predicting it from the context. This setup is also called *autoregression*, because the model predicts each word based on all the words before it. -There is one wrinkle we should cover before moving on to more technical matters. There are really two different ways that LLms learn. First, by training on huge bodies of text in next-word-prediction task, we end up with *foundational* or *pretrained* models. These are general purpose models that embody information from extremely broad sources. However, they aren't very good as personal assistants, chatbots, etc. To get that, a second training step is needed, where these foundational models are *fine-tuned* on a labeled dataset that is tailored to a specific task or application (like back-and-forth chatting). +With this approach, you can train on billions or trillions of examples without manual annotation. Over time, the model learns grammar, facts, reasoning shortcuts, and stylistic patterns simply by getting better at predicting the next word. + +There is one wrinkle we should cover before moving on to more technical matters. There are really two different ways that LLMs learn. First, by training on huge bodies of text in the next-word-prediction task, we end up with *foundational* or *pretrained* models. These are general purpose models that embody information from extremely broad sources. However, they don't work well as personal assistants, chatbots, etc. To get good performance on such specialized tasks, a second training step is needed, where these foundational models are *fine-tuned* on a labeled dataset that is tailored to a specific task or application. ![pretrained vs fine-tuned llm](resources/pretrained_finetuned_llm.jpg) -In other words, fine-tuning takes a base model and adjusts it for specific purposes, such as answering questions safely, following instructions, or writing in a particular style. There are different ways to do this: supervised fine-tuning or reinforcement learning with human feedback (RLHF). The result is that you can build specialized models on top of the same foundation -- one version might become a customer service chatbot, another a medical assistant, and another a coding helper. The distinction between the general base model and its fine-tuned variants is key to understanding why LLMs are so adaptable in practice. +In other words, fine-tuning takes a base model and adjusts it for specific purposes, such as answering questions, following instructions, or writing in a particular style. + +There are various ways to do this. For instance, with supervised fine-tuning (SFT) follows a more traditional ML approach where the model is given paired examples of inputs and desired outputs. With [reinforcement learning from human feedback](https://www.youtube.com/watch?v=T_X4XFwKX8k) (RLHF), the model adapts (using reinforcement learning procedures) to produce responses that are ranked more highly by human judges. + +The result is that you can build specialized models on top of the same foundation -- one version might become a customer service chatbot, another a medical assistant, and another a coding helper. The distinction between the general base model and its fine-tuned variants is key to understanding why LLMs are so adaptable in practice. While in this course we will not go through building your own LLM, the excellent book [Build a Large Language Model from Scratch](https://www.manning.com/books/build-a-large-language-model-from-scratch) by Sebastian Raschka, walks you through this process using PyTorch if you are interested. The above picture is adapted from his book. From a126036396b9b90c43dfd21d7b5a659e47923fd8 Mon Sep 17 00:00:00 2001 From: EricThomson Date: Wed, 24 Sep 2025 15:03:38 -0400 Subject: [PATCH 04/12] LLM architecture section: tokenizers --- lessons/05_AI_intro/01_intro_nlp_llms.md | 86 +++++++++++++----- .../resources/llm_architecture.jpg | Bin 0 -> 109040 bytes 2 files changed, 64 insertions(+), 22 deletions(-) create mode 100644 lessons/05_AI_intro/resources/llm_architecture.jpg diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index a8ca621..1aaeb55 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -22,26 +22,30 @@ The goals of NLP span a wide spectrum, including: Ultimately, NLP aims to make human-computer interaction as intuitive as human-to-human exchanges, so it can be used in fields as diverse as healthcare diagnostics, explaining complex legal documents, and personalized education. ### NLP Methods -The field of NLP has seen a transformation in methodology over the past 50 years. It has seen a progression from rigid, rule-based approaches to data-driven, adaptive techniques that leverage machine learning and neural networks. +The field of NLP has seen a transformation in methods over the past 50 years. It has seen a progression from rigid, rule-based approaches to data-driven, adaptive techniques that leverage machine learning and neural networks. In its early days, NLP depended on rule-based systems and hand-crafted grammars to parse linguistic inputs. In these days, human experts manually encoded explicit linguistic rules into NLP systems. These methods were brittle, and struggled with the variability in real-world language. The shift to statistical methods in the late 20th century marked a shift in method, incorporating probabilities to model patterns in language. This paved the way for machine learning, where algorithms learn directly from examples. Today, the dominant paradigm is deep learning. As we saw last week, deep learning is a subset of machine learning that uses neural networks with multiple layers to automatically extract features from raw data. -At the forefront of this approach are large language models (LLMs), such as those powering tools like GPT, which are pre-trained on billions of internet-scale sources of text. Such modern models, which we will discuss next, have dramatically advanced performance, though they still grapple with challenges like bias in training data and computational demands. +At the forefront of this approach are large language models (LLMs), such as those powering tools like GPT, which are pre-trained on billions of internet-scale sources of text. -The release of ChatGPT (from OpenAI) on November 30, 2022, was a watershed moment in the history of NLP. It lead to a massive surge in public awareness and usage of LLMs. This easily accessible chatbot allowed millions to interact directly with an advanced LLM. Overnight, the app amassed over a million users, and almost instantly generated awareness of the power of AI. It also accelerated its adoption in industries like education, customer service, and content creation. +The release of ChatGPT (from OpenAI) on November 30, 2022, was a watershed moment in the history of NLP. It lead to a massive surge in public awareness and usage of LLMs. This easily accessible chatbot allowed millions to interact directly with an advanced LLM. The app amassed over a million users in one day, instantly creating awareness of the power of AI. It also accelerated its adoption in industries like education, customer service, and content creation. The newest wave of LLMs inspired a surge in research, and spawned ethical debates on issues like misinformation (LLM hallucinations), job displacement, and even concerns about [conscious AI](https://www.scientificamerican.com/article/google-engineer-claims-ai-chatbot-is-sentient-why-that-matters/). For an interesting discussion of the impact of ChatGPT on the field of NLP, see the [oral history in Quanta Magazine](https://www.quantamagazine.org/when-chatgpt-broke-an-entire-field-an-oral-history-20250430/). -Since 2022, LLMs have shifted from being mostly academic curiosities to tools that attract billions in revenue from major software companies, and they are reshaping how millions of people learn and interact with computers. +Since 2022, LLMs have shifted from being mostly academic curiosities to tools that attract billions in investment every year, and they are reshaping how people learn and interact with computers. -In the rest of this lesson, we will learn some of the technical basics of how LLMs like ChatGPT work, and try to demystify their operations. Ultimateley, they are just another machine learning model, and they are trained to predict the next token in a string of tokens. Sort of like +In the rest of this lesson, we will learn some of the technical basics of how LLMs like ChatGPT work, and try to demystify their operations. Ultimateley, they are just another machine learning model, and they are trained to predict the next token in a string of tokens. ## 2. Large language models (LLMs) ### LLMs: autocomplete at scale -Modern LLMs are machine learning models that are trained to predict the next word in a sequence, given all the words that came before. Imagine starting a sentence, and the model is tasked with filling in the blank: "The cat sat on the ___." The model looks at the context and generates a probability distribution over possible words. It might estimate that "mat" has a 70% chance, "floor" 20%, "sofa" 5%, and so on. It then picks the most likely candidate (or sometimes samples from that distribution to keep things more varied). +Modern LLMs are machine learning models that are trained to predict the next word in a sequence, given all the words that came before. Imagine starting a sentence, and the model is tasked with filling in the blank: + + The cat sat on the ___ + +The model looks at the context -- the first five words -- and generates a probability distribution to find the most likely next word. It might estimate that "mat" has a 70% chance, "floor" 20%, "sofa" 5%, and so on. It then picks the most likely candidate (or sometimes samples from that distribution to keep things more varied). This simple "predict the next word" trick turns out to be extremely powerful. By repeating it over and over, LLMs can generate entire paragraphs, answer questions, write code, or carry on conversations. @@ -49,49 +53,87 @@ There is an excellent discussion of this at 3blue1brown (the following will open [![Watch the video](https://img.youtube.com/vi/LPZh9BOjkQs/hqdefault.jpg)](https://www.youtube.com/watch?v=LPZh9BOjkQs) - You have likely seen a similar mechanism on your phone when writing text and it suggests the next word using its *autocomplete* feature. Basically what LLMs do is autocompletion on a large scale. What makes LLMs *large* is the amount of data used to train them, and the size of the models. LLMs are trained on enormous collections of text, including books, Wikipedia, articles, and large parts of the internet. The models also contain billions (sometimes even trillions) of parameters, which allow the model to capture much more subtle patterns in language. It's this large scale, as well as the underlying transformer architecture (which we will discuss below) that makes modern LLMs so much more fluent and flexible than your phone's autocomplete feature. -### How LLMs Learn -The training process itself for LLMs is also different from what we saw in the ML module, where humans provide labeled data as ground truth to help train the models. Instead, LLMs use what’s called *self-supervised learning*. Because the "correct next word" is already present in every text sequence, the data effectively labels itself. +### How LLMs Learn: Self-supervised learning +The training process for LLMs is different from what we saw in the ML module -- there, we learned that humans provide labeled data as ground truth to help train the models. Instead, LLMs use what’s called *self-supervised learning*. Because the "correct next word" is already present in every text sequence, the data effectively labels itself. For example, in the phrase "The cat sat on the mat," the model can practice by hiding "mat" and predicting it from the context. This setup is also called *autoregression*, because the model predicts each word based on all the words before it. -With this approach, you can train on billions or trillions of examples without manual annotation. Over time, the model learns grammar, facts, reasoning shortcuts, and stylistic patterns simply by getting better at predicting the next word. +With this approach, you can train on billions or trillions of examples without having to manually annotate ground-truth data. Over time, the model learns facts, grammar, and reasoning patterns simply by getting better at predicting the next word. + +There is one wrinkle we should cover regarding how LLMs learn before moving on to more technical matters. There are really *two* different learning modes for LLMs. First, by training on huge bodies of text in the next-word-prediction task, we end up with *foundational* or *pretrained* or *base* models. These are general purpose models that embody information from extremely broad sources. -There is one wrinkle we should cover before moving on to more technical matters. There are really two different ways that LLMs learn. First, by training on huge bodies of text in the next-word-prediction task, we end up with *foundational* or *pretrained* models. These are general purpose models that embody information from extremely broad sources. However, they don't work well as personal assistants, chatbots, etc. To get good performance on such specialized tasks, a second training step is needed, where these foundational models are *fine-tuned* on a labeled dataset that is tailored to a specific task or application. +However, just foundational models don't work well in special-purpose jobs like personal assistants, chatbots, etc. To get good performance on such specialized tasks, a second training step is needed, where these foundational models are *fine-tuned* on a labeled dataset that is tailored to a specific task or application. ![pretrained vs fine-tuned llm](resources/pretrained_finetuned_llm.jpg) -In other words, fine-tuning takes a base model and adjusts it for specific purposes, such as answering questions, following instructions, or writing in a particular style. +In other words, fine-tuning takes a foundational model and adjusts it for specific purposes, such as answering questions, following instructions, or writing in a particular style. There are various ways to do this. One, supervised fine-tuning (SFT) follows a more traditional ML approach where the model is given paired examples of inputs and desired outputs. + +Another is [reinforcement learning from human feedback](https://www.youtube.com/watch?v=T_X4XFwKX8k) (RLHF). With RLHF the model adapts (using reinforcement learning procedures) to produce responses that are ranked more highly by human judges. + +The result with fine-tuning is the production of specialized models built on top of the same foundation -- one model might become a customer service chatbot, another a medical assistant, and another a coding helper. The distinction between the general pretrained model and its fine-tuned variants is key to understanding why LLMs are so adaptable in practice. + +While in this course we will not go through the process of building your own LLM, the excellent book [Build a Large Language Model from Scratch](https://www.manning.com/books/build-a-large-language-model-from-scratch) by Sebastian Raschka, walks you through this in detailk using PyTorch if you are interested. The above picture is adapted from his book. + +In the next section we will dig into the details about how LLMS actually work: as we said, it isn't just that they are *large*, but their *architecture*, that makes them so powerful. -There are various ways to do this. For instance, with supervised fine-tuning (SFT) follows a more traditional ML approach where the model is given paired examples of inputs and desired outputs. With [reinforcement learning from human feedback](https://www.youtube.com/watch?v=T_X4XFwKX8k) (RLHF), the model adapts (using reinforcement learning procedures) to produce responses that are ranked more highly by human judges. -The result is that you can build specialized models on top of the same foundation -- one version might become a customer service chatbot, another a medical assistant, and another a coding helper. The distinction between the general base model and its fine-tuned variants is key to understanding why LLMs are so adaptable in practice. +## 3. LLM architecture +In this section we will walk step-by-step through the following simplifed LLM architecture diagram, which is adapted from Chapter 2 of Raschka's excellent book: -While in this course we will not go through building your own LLM, the excellent book [Build a Large Language Model from Scratch](https://www.manning.com/books/build-a-large-language-model-from-scratch) by Sebastian Raschka, walks you through this process using PyTorch if you are interested. The above picture is adapted from his book. +![LLM architectural](resources/llm_architecture.jpg) -In the next section we will dig into the details a bit more about how LLMS work: as we said, it isn't just that they are *large*, but their particular computational architecture, that makes them so powerful. +There are three main steps that it is important to focus on when understanding how LLMs get so good at predict the next word in a sequence: +- tokenization +- token embedding +- attention +### Tokenization: From raw text to token ids +Tokenization is the process of breaking chunks of text into smaller pieces that an LLM can handle. For example, the sentence “The cat sat on the mat.” might be split into tokens like ["The", " cat", " sat", " on", " the", " mat", "."]. These tokens are then mapped to unique integer IDs. +Importantly, tokens are not always whole words. To keep the vocabulary manageable, many tokenizers break rare or complex words into smaller chunks. For example, "blueberries" might become ["blue", "berries"]. This makes it possible to represent any string of text, even if it never appeared in training. +You can [play online]( https://platform.openai.com/tokenizer) with a popular tokenizer, *tiktoken*. You can explore how it breaks down text into parts and creates numerical ids for each token. -Pretrained models -Tokenizing Embedding (we will cover this) -Transformer and attention to create better embeddings -Next word prediction: autoregression -- tons of training data +You can learn more about tokenization at the following resources: +- [Super Data Science video](https://www.youtube.com/watch?v=ql-XNY_qZHc) +- [Huggingface introduction]() +### Token embeddings: from meanings +Once a sentence is carved into tokens, and the token IDs are created, there is no *meaning*. To enter the world of semantics, or meaning, a neural network known as an *embedding network* converts the token ids into *embedding vectors*. This is a crucial step in the conversion of symbolic, linguistic data into the numeric data that PyTorch and other deep learning frameworks can use in their next-word prediction tasks. +. The next step is to turn them into embeddings, which give them a place in semantic space. +https://medium.com/@saschametzger/what-are-tokens-vectors-and-embeddings-how-do-you-create-them-e2a3e698e037 + +but these need to be converted to MEANINGS. +cat and feline should be closer together than dog, and these should all be closer together than car and bicycle, which should be together in semantic space close to vehicles. + +Embeddings don't have to be just words, but lets pretend that for now. + +Embeddings: https://www.youtube.com/watch?v=OxCpWwDCDFQ +How does transformer architecture solve this problem? (attention) + +Brief discussion of attention and how it helps solve this (attention is all you need), and how attention is wrapped into transformer. And how this improved on earlier conviction that you needed recurrent networks., + +Potential links: +https://huggingface.co/learn/llm-course/chapter1/4?fw=pt +Statquest but it is often too mathematical +Word embeddings: https://www.youtube.com/watch?v=wgfSDrqYMJ4 +Tokenizer play: https://platform.openai.com/tokenizer + +## 4. From languge to meaning: tokenization and embedding + +Blah blah blah ## 2. What Are Language Models (and LLMs)? Show the progression from early NLP to modern LLMs and why LLMs are different. **Topics to cover:** -- What is a language model? (next-word prediction, completion) -- Early NLP (rule-based → bag-of-words → word2vec) + - The shift to transformers and LLMs - What makes a model 'large'? 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z1AE-=W;O01d=K6n%ZuRZ!MOxwoYPR@8~8Ch#1&4-^Yp-ctbAp&<<_ck@skZdojI>~ zmB(zH4LZNS1TxQxoOZV2l0Vmzrw%5AnIr!R&X~?cBHb|XWeoD`6uNTA#NNt?g)_WW zcUpVGlTkjF5npiDPDyT2Q96fv7AG?pi1X&k2)a-TZyJV+;PCP}f!Xl0EI9{%kWNcY zga@BLfA Date: Thu, 25 Sep 2025 09:19:41 -0400 Subject: [PATCH 05/12] added discussion of embedding layer, with images --- lessons/05_AI_intro/01_intro_nlp_llms.md | 53 ++++++++++++------ .../resources/embedding_layer_rashka.jpg | Bin 0 -> 106216 bytes .../resources/llm_tokenization.jpg | Bin 0 -> 24720 bytes .../05_AI_intro/resources/semantic_space.jpg | Bin 0 -> 630742 bytes 4 files changed, 36 insertions(+), 17 deletions(-) create mode 100644 lessons/05_AI_intro/resources/embedding_layer_rashka.jpg create mode 100644 lessons/05_AI_intro/resources/llm_tokenization.jpg create mode 100644 lessons/05_AI_intro/resources/semantic_space.jpg diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index 1aaeb55..f4f3607 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -92,38 +92,57 @@ There are three main steps that it is important to focus on when understanding h - token embedding - attention -### Tokenization: From raw text to token ids -Tokenization is the process of breaking chunks of text into smaller pieces that an LLM can handle. For example, the sentence “The cat sat on the mat.” might be split into tokens like ["The", " cat", " sat", " on", " the", " mat", "."]. These tokens are then mapped to unique integer IDs. +### Tokenization: From raw text to token IDs +You can learn more about tokenization at the following resources: +- [Super Data Science video](https://www.youtube.com/watch?v=ql-XNY_qZHc) +- [Huggingface introduction](https://huggingface.co/learn/llm-course/en/chapter2/4) -Importantly, tokens are not always whole words. To keep the vocabulary manageable, many tokenizers break rare or complex words into smaller chunks. For example, "blueberries" might become ["blue", "berries"]. This makes it possible to represent any string of text, even if it never appeared in training. +Tokenization is the process of breaking chunks of text into smaller pieces that are in the LLM's vocabulary. For example, the sentence "The cat sat on the mat." might be split into tokens like ["The", " cat", " sat", " on", " the", " mat", "."]. These tokens are then mapped to unique integer IDs. -You can [play online]( https://platform.openai.com/tokenizer) with a popular tokenizer, *tiktoken*. You can explore how it breaks down text into parts and creates numerical ids for each token. +![LLM tokenization](resources/llm_tokenization.jpg) -You can learn more about tokenization at the following resources: -- [Super Data Science video](https://www.youtube.com/watch?v=ql-XNY_qZHc) -- [Huggingface introduction]() +Importantly, tokens are not always whole words. To keep the vocabulary a manageable size, many tokenizers break rare or complex words into smaller chunks. For example, "blueberries" might become ["blue", "berries"]. This makes it possible to represent *any* string of text, even if it never appeared in training. + +You can [play online]( https://platform.openai.com/tokenizer) with a popular tokenizer, *tiktoken*. There, you can explore how tiktoken breaks down text into parts and creates numerical ids for each token. + +[add practical exercise here] + + +### Token embeddings: from IDs to semantics +Once a tokenizer has converted text into integer IDs, but these don't "mean" anything -- the tokenizer has just created some arbitrary numbers to stand in for words or subwords. -### Token embeddings: from meanings -Once a sentence is carved into tokens, and the token IDs are created, there is no *meaning*. To enter the world of semantics, or meaning, a neural network known as an *embedding network* converts the token ids into *embedding vectors*. This is a crucial step in the conversion of symbolic, linguistic data into the numeric data that PyTorch and other deep learning frameworks can use in their next-word prediction tasks. +![token embeddings](resources/embedding_layer_rashka.jpg) -. The next step is to turn them into embeddings, which give them a place in semantic space. +The magic starts to happen when the token IDs are passed through an *embedding layer*, which assigns each token a tensor, a numerical array of values. At first these token embeddings embeddings are assigned small random numbers. However, as training proceeds, semantically similar tokens drift closer together. So `brother` and `sister` end up near each other, while `car` and `bicycle` cluster elsewhere. Over time, this training process produces what we might call a semantic similarity space: a geometric landscape where semantically related tokens cluster together in a heirarchical way: + +![semantic space](resources/semantic_space.jpg) + +in the above pic it's only 3 elt arrray but in practice it's thousands. +also make point that this pic is 2d projion of the emedding, using something like PCA whic we saw with ML. + +Point out the issue with *apple* in the semantic space above....what are we to do? + +Embedding resources: https://medium.com/@saschametzger/what-are-tokens-vectors-and-embeddings-how-do-you-create-them-e2a3e698e037 +https://www.youtube.com/watch?v=wgfSDrqYMJ4 -but these need to be converted to MEANINGS. -cat and feline should be closer together than dog, and these should all be closer together than car and bicycle, which should be together in semantic space close to vehicles. +What is an LLM: +https://www.youtube.com/watch?v=5sLYAQS9sWQ -Embeddings don't have to be just words, but lets pretend that for now. + +### Attention: the breakthrough +Embeddings don't have to be just tokens or words, but can be paragraphs, but lets pretend that for now. Embeddings: https://www.youtube.com/watch?v=OxCpWwDCDFQ How does transformer architecture solve this problem? (attention) Brief discussion of attention and how it helps solve this (attention is all you need), and how attention is wrapped into transformer. And how this improved on earlier conviction that you needed recurrent networks., -Potential links: -https://huggingface.co/learn/llm-course/chapter1/4?fw=pt -Statquest but it is often too mathematical Word embeddings: https://www.youtube.com/watch?v=wgfSDrqYMJ4 -Tokenizer play: https://platform.openai.com/tokenizer + + +Attention: +https://www.youtube.com/watch?v=OxCpWwDCDFQ ## 4. 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zFe55I#gUr~fYI5lRVCQj`xkfkEu%yH^M0{8`t%8*WXUz-yAyWzjj2vOFG)PT<@6_S zQ~(QAHt!l5b6F*r-n?C7G9qYv-t+1n#@$WdZ7aeHDpXy%oXt3VI_nj{krpSS1RAy4 z5udo zqH%sz(yvsZq{R~3dSX5<649vR!H*T*x1dKTnIm4d{qPfVHD~g0rKXASxOuQH$Hd%` z-Pz)*MMB6xgCHgu>wW=^Pqd{skAItDQ{YS>zF_CTN;g2C=mn6YM6(;{DSnjCAjF~X zUV+qqg_M0EVEFdn1>@84QqV7U1`ORwGd&s889(-jmrAD%HE9B~{rFyk)u*r}3Km zy1dEB>Au@oW#v)hEX}Th2R0hSu{k__W!rp=m-_$Uc#4nTwFYOO;NRXyj#ZAjXF zfnl;#>*ImJwM!x49T(a{i+5$0GUkOBufvjl7x(agFZllqK^}cz@#138t0{?jTICL= zjEc>zLOAyTOwDMV@Bs6v`0s}~!p-2%$Tiu#(Rb^=sO1^Y+zakb!fw}={&)DF`4PhM zF;?&bp|i6nLl#HlPZSDEKQE*5HgiuJFoI4ja~#d3tgce=M8n#h$yO1K68V6$nt18Y zhtK}9cHVTZh9}5wf4%|^{(~d(4-Oi(cgcU7bZq|mmuz?UJ;y`y=)1>F1p4UW8RM}G V{{M5G{%;25Usvnj^Ugom{{wW*znK64 literal 0 HcmV?d00001 From 6cc365dfed6aec99f071b5dd5bf194ca996f80c9 Mon Sep 17 00:00:00 2001 From: EricThomson Date: Mon, 29 Sep 2025 21:13:26 -0400 Subject: [PATCH 06/12] attention mechanism --- lessons/05_AI_intro/01_intro_nlp_llms.md | 134 ++++------------------- 1 file changed, 21 insertions(+), 113 deletions(-) diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index f4f3607..50581b7 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -86,6 +86,9 @@ In this section we will walk step-by-step through the following simplifed LLM ar ![LLM architectural](resources/llm_architecture.jpg) +What is an LLM video: +https://www.youtube.com/watch?v=5sLYAQS9sWQ + There are three main steps that it is important to focus on when understanding how LLMs get so good at predict the next word in a sequence: - tokenization @@ -108,136 +111,41 @@ You can [play online]( https://platform.openai.com/tokenizer) with a popular tok [add practical exercise here] -### Token embeddings: from IDs to semantics -Once a tokenizer has converted text into integer IDs, but these don't "mean" anything -- the tokenizer has just created some arbitrary numbers to stand in for words or subwords. +### Token embeddings: From IDs to semantics +Once a tokenizer has converted text into integer IDs, these don't "mean" anything -- the tokenizer has just created some arbitrary numbers to stand in for words or subwords. We start ascribing meanings when the token IDs are passed through an *embedding layer*, which assigns each token a tensor, a numerical array of values: ![token embeddings](resources/embedding_layer_rashka.jpg) -The magic starts to happen when the token IDs are passed through an *embedding layer*, which assigns each token a tensor, a numerical array of values. At first these token embeddings embeddings are assigned small random numbers. However, as training proceeds, semantically similar tokens drift closer together. So `brother` and `sister` end up near each other, while `car` and `bicycle` cluster elsewhere. Over time, this training process produces what we might call a semantic similarity space: a geometric landscape where semantically related tokens cluster together in a heirarchical way: + In the image each token ID is mapped to a very small vector of numbers (three values). In reality the embedding layer typically maps each token to a tensor of thousands of numbers. + + At first these token embeddings are assigned random numbers. However, as training proceeds, semantically similar tokens will end up closer together. So the token embeddings for `brother` and `sister` end up near each other, while `car` and `bicycle` cluster elsewhere. Over time, this training process produces what we might call a semantic similarity space: a geometric landscape where semantically related tokens cluster together in a heirarchical way: ![semantic space](resources/semantic_space.jpg) - -in the above pic it's only 3 elt arrray but in practice it's thousands. -also make point that this pic is 2d projion of the emedding, using something like PCA whic we saw with ML. - -Point out the issue with *apple* in the semantic space above....what are we to do? +Conceptual drawing of token embeddings arranged in semantic space. Words with related meanings cluster together. Note here the high-dimensional token embedding is projected to a low-dimensional space for visualization. Embedding resources: https://medium.com/@saschametzger/what-are-tokens-vectors-and-embeddings-how-do-you-create-them-e2a3e698e037 -https://www.youtube.com/watch?v=wgfSDrqYMJ4 - -What is an LLM: -https://www.youtube.com/watch?v=5sLYAQS9sWQ - - -### Attention: the breakthrough -Embeddings don't have to be just tokens or words, but can be paragraphs, but lets pretend that for now. -Embeddings: https://www.youtube.com/watch?v=OxCpWwDCDFQ -How does transformer architecture solve this problem? (attention) +Slightly more technical intro to embedding: +https://www.youtube.com/watch?v=lPTcTh5sRug -Brief discussion of attention and how it helps solve this (attention is all you need), and how attention is wrapped into transformer. And how this improved on earlier conviction that you needed recurrent networks., - -Word embeddings: https://www.youtube.com/watch?v=wgfSDrqYMJ4 - - -Attention: +### Attention: Context-aware embeddings +For a nice overview of attention, see: https://www.youtube.com/watch?v=OxCpWwDCDFQ -## 4. From languge to meaning: tokenization and embedding - -Blah blah blah - -## 2. What Are Language Models (and LLMs)? -Show the progression from early NLP to modern LLMs and why LLMs are different. - -**Topics to cover:** - -- The shift to transformers and LLMs -- What makes a model 'large'? (parameters, data, compute) -- Rise of pretrained models (e.g., BERT, GPT) - -**External resources:** -- [A Visual Intro to Language Models – Jay Alammar](https://jalammar.github.io/blog/) -- [How GPT Works (YouTube) – Jay Alammar](https://www.youtube.com/watch?v=bAUM1tG4q6Q) -- [What is a Language Model? (Medium)](https://medium.com/analytics-vidhya/what-is-a-language-model-7412c6c2da5e) - -## 3. Key Concepts Behind LLMs - Explain the core ideas behind modern LLMs. Demystifying LLMs. - -**Topics to cover:** -- Transformers and self-attention - - Why attention beats RNNs for language - - Intuition: attending to relevant words -- Embeddings: how language becomes math -- Pretraining vs. fine-tuning - - Pretraining on large corpora - - Fine-tuning options: - - Full fine-tuning - - Adapter layers - - Prompt-/prefix-/LoRA-style tuning (brief overview) - -**External resources:** -- [Transformers – A Friendly Introduction (YouTube)](https://www.youtube.com/watch?v=4Bdc55j80l8) -- [The Illustrated Transformer – Jay Alammar](https://jalammar.github.io/illustrated-transformer/) -- [Hugging Face: Pretraining vs. Fine-tuning](https://huggingface.co/transformers/training.html) -- [OpenAI: Guide to Fine-tuning](https://platform.openai.com/docs/guides/fine-tuning) - -## 4. How Language Becomes Numbers: Tokenization -Explain tokenization clearly, show real examples, and connect to embeddings. - -**Topics to cover:** -- What is tokenization? - - Text → tokens → numeric IDs → vectors - - Example: “The cat sat.” → `['The', 'cat', 'sat', '.']` -- WordPiece / Byte-Pair Encoding (BPE) basics -- Why subwords help (e.g., “unhappiness” → “un”, “happi”, “ness”) - -**External resources:** -- [Tokenization Explained (YouTube) – AssemblyAI](https://www.youtube.com/watch?v=oI4a5FVtxbY) -- [Byte Pair Encoding for Beginners (Medium)](https://towardsdatascience.com/byte-pair-encoding-subword-tokenization-algorithm-77828a70bee0) - -**Code placeholder:** -```python -# Show raw tokens for a sentence using an OpenAI or Hugging Face tokenizer. -# Example: -# tokens = tokenizer("The cat sat on the mat.") -# print(tokens) # ['The', 'cat', 'sat', 'on', 'the', 'mat', '.'] -``` - -## 5. Embeddings and SEmantic Relationships -Show how similar meanings cluster in space using embeddings. +In the above static embedding space, each token has a single default neighborhood: apple lies near other fruits, car clusters with other vehicles, and queen sits close to king and sister. But language isn't static -- meanings shift with context. In a sentence about fruit salad, apple should clearly belong with oranges and grapefruits. In a sentence about smartphones, Apple should move toward phones and computers. Static token embeddings can't make this adjustment on their own. This is where *attention* comes in: it allows tokens to dynamically reshape their position based on surrounding words, pulling apple toward "fruit" or "phone" as needed. Attention is the mechanism that enriches the thin semantics of embeddings with contextual cues, helping to resolve ambiguities that emerge in natural language. -**Topics to cover:** -- Embedding space: high-dimensional vectors with semantic structure -- Similar words cluster (e.g., king, queen, prince) -- Project to 2D with PCA (or UMAP) for visualization +To see how attention works, imagine the sentence "An apple and an orange." Each token starts as a point in embedding space, but attention allows them to influence one another. Because "apple" and "orange" are semantically similar, attention gives them a high weight of mutual influence. As a result, the embedding for "orange" is nudged slightly toward "apple," and vice versa. Now consider "Apple released a new phone." Here, the word "Apple" receives more weight from "phone" and "released" than from unrelated words, so its embedding is shifted toward the electronics cluster. In both cases, attention acts like a similarity-based weighting system: words that are more relevant to each other exert a stronger pull, allowing their embeddings to adapt on the fly. This process turns a static semantic map into a context-sensitive representation of meaning. -**Code placeholder:** -```python -# 1) Choose 10–20 words/phrases -# 2) Get embeddings (e.g., OpenAI 'test-embedding-3-small') -# 3) Reduce to 2D with PCA -# 4) Plot with matplotlib and label points -``` +This transformer-based attention mechanism was the magic sauce that supercharged progress in NLP. When combined with massive training data, large models, and the self-supervised task of predicting the next token, it enabled LLMs to generate remarkably human-like speech patterns. -**External resources:** -- [OpenAI Docs – Embeddings](https://platform.openai.com/docs/guides/embeddings) -- [Word Embeddings Visualization with PCA (YouTube)](https://www.youtube.com/watch?v=T6XKQ2ZGW8I) -- [Visualizing Embeddings – Distill.pub](https://distill.pub/2016/misread-tsne/) +## 4. Visualizing embeddings +Show how similar meanings cluster in space using embeddings. -## 6. Summary: Why This Matters +-- insert material from notebook illustrating embedding -- -**Key takeaways:** +## 5. Summary: Why This Matters - Language models power many modern AI applications. - LLMs learn semantic structure by representing meaning in vector space. -- Tokenization and embeddings explain what models “know.” +- Tokenization and embeddings explain what models "know." - Connects to prior ML concepts (classification, clustering) by adding representation learning. - -## 7. Optional Further Exploration - -**Links:** -- [Hugging Face Course – Chapter 1](https://huggingface.co/course/chapter1) -- [OpenAI Cookbook – Embedding Visualization Notebook](https://github.com/openai/openai-cookbook/blob/main/examples/Embeddings_visualization.ipynb) -- [Cohere Text Embedding Playground](https://txt.cohere.com/) - From a757458121c469fee79700451f9eb477f4d924ef Mon Sep 17 00:00:00 2001 From: EricThomson Date: Mon, 6 Oct 2025 17:25:08 -0400 Subject: [PATCH 07/12] ai/llm_intro attention discussion --- lessons/05_AI_intro/01_intro_nlp_llms.md | 45 +++++++++++++++--- .../resources/attention_influence.jpg | Bin 0 -> 82023 bytes 2 files changed, 39 insertions(+), 6 deletions(-) create mode 100644 lessons/05_AI_intro/resources/attention_influence.jpg diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index 50581b7..c3760ac 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -111,7 +111,7 @@ You can [play online]( https://platform.openai.com/tokenizer) with a popular tok [add practical exercise here] -### Token embeddings: From IDs to semantics +### Embeddings: From IDs to semantics Once a tokenizer has converted text into integer IDs, these don't "mean" anything -- the tokenizer has just created some arbitrary numbers to stand in for words or subwords. We start ascribing meanings when the token IDs are passed through an *embedding layer*, which assigns each token a tensor, a numerical array of values: ![token embeddings](resources/embedding_layer_rashka.jpg) @@ -130,14 +130,47 @@ Slightly more technical intro to embedding: https://www.youtube.com/watch?v=lPTcTh5sRug ### Attention: Context-aware embeddings -For a nice overview of attention, see: -https://www.youtube.com/watch?v=OxCpWwDCDFQ + *Attention* was the final puzzle piece needed to make modern LLMs so powerful. It was introduced by a team of researchers at Google Brain in a groundbreaking paper called [Attention is all you need](https://arxiv.org/abs/1706.03762). -In the above static embedding space, each token has a single default neighborhood: apple lies near other fruits, car clusters with other vehicles, and queen sits close to king and sister. But language isn't static -- meanings shift with context. In a sentence about fruit salad, apple should clearly belong with oranges and grapefruits. In a sentence about smartphones, Apple should move toward phones and computers. Static token embeddings can't make this adjustment on their own. This is where *attention* comes in: it allows tokens to dynamically reshape their position based on surrounding words, pulling apple toward "fruit" or "phone" as needed. Attention is the mechanism that enriches the thin semantics of embeddings with contextual cues, helping to resolve ambiguities that emerge in natural language. +In the above static embedding space, each token has a fixed default neighborhood: `apple` lies near other fruits, `car` clusters with other vehicles, and `queen` sits close to `king` and `sister`. But language isn't static -- meanings shift with context. In a sentence about fruit salad, `apple` should clearly belong with oranges and grapefruits. In a sentence about smartphones, `Apple` should move toward phones and computers. Static token embeddings can't make this adjustment on their own. This is where *attention* comes in: it allows tokens to dynamically reshape their position based on surrounding words, pulling apple toward "fruit" or "phone" as needed. Attention is the mechanism that enriches the thin semantics of embeddings with contextual cues, helping to resolve ambiguities that emerge in natural language. -To see how attention works, imagine the sentence "An apple and an orange." Each token starts as a point in embedding space, but attention allows them to influence one another. Because "apple" and "orange" are semantically similar, attention gives them a high weight of mutual influence. As a result, the embedding for "orange" is nudged slightly toward "apple," and vice versa. Now consider "Apple released a new phone." Here, the word "Apple" receives more weight from "phone" and "released" than from unrelated words, so its embedding is shifted toward the electronics cluster. In both cases, attention acts like a similarity-based weighting system: words that are more relevant to each other exert a stronger pull, allowing their embeddings to adapt on the fly. This process turns a static semantic map into a context-sensitive representation of meaning. -This transformer-based attention mechanism was the magic sauce that supercharged progress in NLP. When combined with massive training data, large models, and the self-supervised task of predicting the next token, it enabled LLMs to generate remarkably human-like speech patterns. +To get an quick intuitive understanding of attention, before reading on, please watch the following short video: + +[![Watch the video](https://img.youtube.com/vi/0aG4cSfFvC0/hqdefault.jpg)](https://www.youtube.com/shorts/0aG4cSfFvC0) + + +Each token starts as a point in embedding space, but attention allows them to influence one another. Because "apple" and "orange" are semantically similar, attention gives them a high weight of mutual influence. As a result, the embedding for "orange" is nudged slightly toward "apple," and vice versa. Now consider "Apple released a new phone." Here, the word "Apple" receives more weight from "phone" and "released" than from unrelated words, so its embedding is shifted toward the electronics cluster. + +In general, attention acts as a *similarity-based weighting system*: words that are closer to each other exert a stronger pull. This process turns a static semantic map into a context-sensitive representation of meaning. + +![Attention mechanism](resources/attention_influence.jpg) + +We are leaving out the mathematical details here, because this is a conceptual overview. There are *many* in-depth treatments online, such as: + +- [Video](https://www.youtube.com/watch?v=OxCpWwDCDFQ) +- [Web page](https://cohere.com/llmu/what-is-attention-in-language-models) + +Attention mechanism was the magic sauce that supercharged progress in NLP. When combined with massive training data, large models, and the self-supervised task of predicting the next token, it enabled LLMs to generate remarkably human-like speech patterns. + +### Transformer: attention + MLP +The transformer architecture is the thing that provides the "T" in GPT, which stands for "generative pretrained *transformer*. + +Attention is your context engine. After tokenization and embeddings, each token "looks" at the others and borrows what it needs, with stronger weights from the most relevant neighbors. That gives every token a richer, context-aware vector. This enriched token is then fed through a neural network (a multilayered perceptron, or MLP), that processes the outputs of these enriched embeddings, boosting the ability to predict the next word in the sequence. + +GPT models stack many of these these transformer blocks together (GPT3 has 96 transformer blocks), generating highly contextualized and refined representations of tokens. + +We're skipping many details here: for instance, *multi-head attention* runs several attention patterns in parallel within a transformer block and then mixes them; there are many other details in the ML pipeline that are needed to make the pipeline robust. Our point is more conceptual. + +### Predicting the next word: de-embedding +Crucially, the heavy lifting already happened inside the transformer stack. But we still need to predict the next word in our word sequence! + +After all those transformer blocks have done their job, we're left with a final vector for each token in the input. Imagine the last word in the sequence — its vector lives somewhere in a 3D space (or, in a real model, maybe 768 or 12288 dimensions, but let’s keep it 3D for now). + +Now comes the final moment. We ask: given that 3D vector, which of the 50,000 possible tokens in the vocabulary should come next? This is a classic prediction problem. The token with the highest score wins. That’s the predicted next word. Everything builds up to this. One vector in, one token out. + +This is done by a very simple linear neural network (two layers) that is a translator from the model's embedding space to actual tokens. We can think of it as a "de-embedding". + ## 4. 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Date: Mon, 6 Oct 2025 20:43:59 -0400 Subject: [PATCH 08/12] ai/llm_intro added embedding example --- lessons/05_AI_intro/01_intro_nlp_llms.md | 153 ++++++++++++++++++++--- 1 file changed, 139 insertions(+), 14 deletions(-) diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index c3760ac..716f055 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -1,7 +1,5 @@ # Introduction: Large Language Models -General overview aned introduction. GPT etc etc. - -> Welcome to the first lesson in the AI module! In this lesson, we will look at how Large Language Models (LLMs) like ChatGPT work. First, we will explore field of natural language processing (NLP) more generally. Next, we will demystify how models such as GPT are built, explain key ideas like tokenization, embeddings, and self-attention, and connect these concepts back to the machine learning skills you’ve already learned. By the end, you’ll have a clearer sense of how modern AI models represent meaning, generate new text, and why this matters for the AI tools you will be learning about in later lessons. +Welcome to the first lesson in the AI module! In this lesson, you’ll get a behind-the-scenes look at how Large Language Models (LLMs) like ChatGPT work. We’ll start with a quick tour of natural language processing (NLP)—the field that helps computers understand and generate human language. Then you’ll learn how models like GPT are built, connecting them to many of the machine learning concepts you learned in the previous module. By the end, you’ll have a solid, intuitive sense of how AI models represent meaning, and generate text. ## 1. Natural language processing (NLP) While we will provide a brief overview of NLP, we could easily spend an entire course on the topic. If you want to learn more about NLP, check out the following resources: @@ -38,7 +36,6 @@ Since 2022, LLMs have shifted from being mostly academic curiosities to tools th In the rest of this lesson, we will learn some of the technical basics of how LLMs like ChatGPT work, and try to demystify their operations. Ultimateley, they are just another machine learning model, and they are trained to predict the next token in a string of tokens. - ## 2. Large language models (LLMs) ### LLMs: autocomplete at scale Modern LLMs are machine learning models that are trained to predict the next word in a sequence, given all the words that came before. Imagine starting a sentence, and the model is tasked with filling in the blank: @@ -172,13 +169,141 @@ Now comes the final moment. We ask: given that 3D vector, which of the 50,000 po This is done by a very simple linear neural network (two layers) that is a translator from the model's embedding space to actual tokens. We can think of it as a "de-embedding". -## 4. Visualizing embeddings -Show how similar meanings cluster in space using embeddings. - --- insert material from notebook illustrating embedding -- - -## 5. Summary: Why This Matters -- Language models power many modern AI applications. -- LLMs learn semantic structure by representing meaning in vector space. -- Tokenization and embeddings explain what models "know." -- Connects to prior ML concepts (classification, clustering) by adding representation learning. +## 4. Demo: Visualizing embeddings +In the following demonstration we will visualizing text embeddings based on their similarity. + +> Aside on handling API key (put in README.md) + +First, load API key. + +```python +from dotenv import load_dotenv + +if load_dotenv(): + print("Successfully loaded api key") +``` + +Generate movie summary dictionary that we will use to detect semantic similaties. + +```python +movie_summaries = [ + # Marvel Superhero Movies + { + "title": "Iron Man (2008)", + "summary": "Billionaire genius Tony Stark builds a high-tech suit to escape captivity and becomes Iron Man, fighting global threats with his wit and advanced technology." + }, + { + "title": "The Avengers (2012)", + "summary": "Earth’s mightiest heroes, including Iron Man, Captain America, Thor, and Hulk, unite to stop Loki and his alien army from conquering the planet." + }, + { + "title": "Black Panther (2018)", + "summary": "T’Challa, king of Wakanda, embraces his role as Black Panther to protect his nation and the world from a powerful enemy threatening their vibranium resources." + }, + { + "title": "Spider-Man: No Way Home (2021)", + "summary": "Peter Parker, unmasked as Spider-Man, teams up with alternate-universe heroes to battle villains from across the multiverse after a spell goes wrong." + }, + { + "title": "Captain Marvel (2019)", + "summary": "Carol Danvers unlocks her cosmic powers as Captain Marvel, joining the fight against the Kree-Skrull war while uncovering her lost memories on Earth." + }, + # Christmas-Themed Movies + { + "title": "Home Alone (1990)", + "summary": "Young Kevin is accidentally left behind during Christmas vacation and must defend his home from bumbling burglars with clever traps and holiday spirit." + }, + { + "title": "Elf (2003)", + "summary": "Buddy, a human raised by elves, journeys to New York City to find his real father, spreading Christmas cheer in a world that’s lost its festive spark." + }, + { + "title": "The Polar Express (2004)", + "summary": "A young boy boards a magical train to the North Pole, embarking on a heartwarming adventure that tests his belief in the magic of Christmas." + }, + { + "title": "A Christmas Carol (2009)", + "summary": "Ebenezer Scrooge, a miserly old man, is visited by three ghosts on Christmas Eve, learning the value of kindness and the true meaning of the holiday." + }, + { + "title": "Love Actually (2003)", + "summary": "Interwoven stories of love, loss, and connection unfold in London during the Christmas season, celebrating the messy beauty of human relationships." + }, + # Romantic Comedies + { + "title": "When Harry Met Sally... (1989)", + "summary": "Harry and Sally’s evolving friendship over years sparks debates about love and friendship, culminating in a heartfelt realization during a New Year’s Eve confession." + }, + { + "title": "The Proposal (2009)", + "summary": "A high-powered executive forces her assistant into a fake engagement to avoid deportation, leading to unexpected romance during a chaotic family weekend in Alaska." + }, + { + "title": "Crazy Rich Asians (2018)", + "summary": "Rachel Chu accompanies her boyfriend to Singapore, facing his ultra-wealthy family’s disapproval in a whirlwind of opulence, tradition, and newfound love." + }, + { + "title": "10 Things I Hate About You (1999)", + "summary": "A rebellious teen, Kat, is wooed by bad-boy Patrick in a modern Shakespearean tale of high school romance, deception, and heartfelt connection." + }, + { + "title": "Notting Hill (1999)", + "summary": "A humble London bookseller falls for a famous American actress, navigating fame, cultural clashes, and personal insecurities to pursue an unlikely love story." + } +] +``` + +### Generate embeddings + +The `text-embedding-3-small` model converts text into numerical vectors and captures the "meaning" of the input text (in this case the movie reviews). Above, we discussed embedding vectors for single tokens, but OpenAI's model will do this for any length of text, such as our movie summaries. + +```python +client = OpenAI() + +embeddings = [] +for summary in movie_summaries: + response = client.embeddings.create( + model="text-embedding-3-small", + input=summary + ) + embeddings.append(response.data[0].embedding) +embeddings = np.array(embeddings) +print(embeddings.shape) +``` + + +### Examine embeddings in 2d using PCA + +PCA reduces high-dimensional embeddings (1500-dimensions) to a lower-dimensional 2D for intuitive plots, making embeddings easy to visualize. It makes more clear the similarity relations among the embeddings, revealing the semantic structure between the summaries. + +We discussed above just how important this kind of perspective is in the development of LLMs/self-attention etc! + +```python +# Do PCA to project to lower-dimensional embedding space +pca = PCA(n_components=2) +embeddings_2d = pca.fit_transform(embeddings) + +# Visualize embeddings +plt.figure(figsize=(8, 6)) +for i, summary in enumerate(movie_summaries): + title = movie_titles[i] + plt.scatter(embeddings_2d[i, 0], embeddings_2d[i, 1]) + plt.text(embeddings_2d[i, 0] + 0.02, embeddings_2d[i, 1], title, size=8) +plt.title("2D Visualization of Summary Embeddings") +plt.xlabel("PCA Component 1") +plt.ylabel("PCA Component 2") +plt.show() +``` + +We will see in the assignment that you can feed any text you'd like into the embedding model, it is a lot of fun to probe the semantic map embodied in these models. + + +## 5. Key points +Congrats we just covered the basics of natural language processing and modern LLM function! Some of the key points we covered: + +- Modern NLP helps computers understand and generate human language using data-driven deep learning rather than hand-crafted rules. +- Large Language Models (LLMs) like GPT are trained with self-supervised learning to predict the next word in a sequence -- essentially, autocomplete at scale. +- Tokenization, embeddings, and attention let models capture word meaning and context dynamically. +- Transformers incorporate attention layers and neural networks to generate context-aware text predictions. + +While in subsequent lessons we will use APIs that rely on models built with these architectures, it's important to understand what’s happening under the hood. Hopefully, knowing a little bit about how tokenization, embeddings, and attention works will help demystify LLMs and gives you intuition for why they can generate language so effectively (and sometimes make such strange errors, which we will discuss in Lesson N). \ No newline at end of file From aff53265798fd7df5e57a5f7b28a8676a24704b9 Mon Sep 17 00:00:00 2001 From: EricThomson Date: Wed, 22 Oct 2025 12:31:22 -0400 Subject: [PATCH 09/12] cleaned up llm explanation through transformer --- lessons/05_AI_intro/01_intro_nlp_llms.md | 159 +++++++++++------------ 1 file changed, 77 insertions(+), 82 deletions(-) diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index 716f055..0ec4565 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -1,10 +1,16 @@ # Introduction: Large Language Models -Welcome to the first lesson in the AI module! In this lesson, you’ll get a behind-the-scenes look at how Large Language Models (LLMs) like ChatGPT work. We’ll start with a quick tour of natural language processing (NLP)—the field that helps computers understand and generate human language. Then you’ll learn how models like GPT are built, connecting them to many of the machine learning concepts you learned in the previous module. By the end, you’ll have a solid, intuitive sense of how AI models represent meaning, and generate text. +Welcome to the first lesson in the AI module! In this lesson, you’ll get a behind-the-scenes look at how Large Language Models (LLMs) like ChatGPT work. We’ll start with a quick tour of natural language processing (NLP)--the field that helps computers understand and generate human language. + +## Overview of topics +- **1. Natural language processing**: an overview of the general field of natural language processing +- **2. Introduction to LLMs**: what are large language models, and how do they work? +- **3. LLM architecture**: a deeper dive into what makes LLMs tick. +- **4. Demo: Visualizing embeddings** Visualizing how meanings are represented in LLMs. ## 1. Natural language processing (NLP) While we will provide a brief overview of NLP, we could easily spend an entire course on the topic. If you want to learn more about NLP, check out the following resources: -- [Brief overview from deeplearning.ai](https://www.deeplearning.ai/resources/natural-language-processing/) +- [Overview from deeplearning.ai](https://www.deeplearning.ai/resources/natural-language-processing/) - [YouTube video summary](https://www.youtube.com/watch?v=Uuz8ZTV5vdA) - [Full Stanford online course](https://www.youtube.com/playlist?list=PLoROMvodv4rMFqRtEuo6SGjY4XbRIVRd4) @@ -12,29 +18,23 @@ While we will provide a brief overview of NLP, we could easily spend an entire c NLP is a subfield of artificial intelligence (AI) that aims to give computers the ability to process and generate meaningful human language. This is a very difficult problem: there is a wide gap between the subtle nuances of natural human communication, on one hand (things like slang, jokes, sarcasm, and cultural references), and the rigid, logical structures of computer programs on the other. The goals of NLP span a wide spectrum, including: -- *Text classification*, where content is sorted into predefined categories (e.g., spam) -- *Machine translation*, which converts text from one language to another -- *Sentiment analysis*, where the emotional tone of text as positive, negative, or neutral is determined. -- *Conversational AI*, which powers chatbots and virtual assistants that engage in fluid, multi-turn dialogues. +- *Text classification*: sorting content into predefined categories (e.g., spam) +- *Machine translation*: converting text from one language to another +- *Sentiment analysis*: determining the emotional tone a text as positive, negative, or neutral. +- *Conversational AI*: building programs such as chatbots that engage in fluid, multi-turn dialogues. Ultimately, NLP aims to make human-computer interaction as intuitive as human-to-human exchanges, so it can be used in fields as diverse as healthcare diagnostics, explaining complex legal documents, and personalized education. ### NLP Methods -The field of NLP has seen a transformation in methods over the past 50 years. It has seen a progression from rigid, rule-based approaches to data-driven, adaptive techniques that leverage machine learning and neural networks. - -In its early days, NLP depended on rule-based systems and hand-crafted grammars to parse linguistic inputs. In these days, human experts manually encoded explicit linguistic rules into NLP systems. These methods were brittle, and struggled with the variability in real-world language. - -The shift to statistical methods in the late 20th century marked a shift in method, incorporating probabilities to model patterns in language. This paved the way for machine learning, where algorithms learn directly from examples. Today, the dominant paradigm is deep learning. As we saw last week, deep learning is a subset of machine learning that uses neural networks with multiple layers to automatically extract features from raw data. +The field of NLP has evolved dramatically over the past 50 years—from rigid, rule-based systems to data-driven methods powered by machine learning and neural networks. In its early days, human experts manually encoded linguistic rules into NLP programs, but these rule-based systems were brittle and struggled with the variability of real-world language. -At the forefront of this approach are large language models (LLMs), such as those powering tools like GPT, which are pre-trained on billions of internet-scale sources of text. +In the late 20th century, statistical methods introduced probabilities to model language patterns, paving the way for machine learning approaches that learn directly from data. Today, the dominant paradigm is deep learning. This is a subset of machine learning that uses multilayer neural networks to automatically extract features from raw text. -The release of ChatGPT (from OpenAI) on November 30, 2022, was a watershed moment in the history of NLP. It lead to a massive surge in public awareness and usage of LLMs. This easily accessible chatbot allowed millions to interact directly with an advanced LLM. The app amassed over a million users in one day, instantly creating awareness of the power of AI. It also accelerated its adoption in industries like education, customer service, and content creation. +At the forefront of this approach are large language models (LLMs), such as those powering tools like GPT, which are pre-trained on billions of internet-scale sources of text. The release of ChatGPT on November 30, 2022, was a watershed moment for NLP, bringing LLMs into everyday use. Within a day, over a million people interacted directly with an advanced AI model, spurring adoption across education, customer service, and content creation. -The newest wave of LLMs inspired a surge in research, and spawned ethical debates on issues like misinformation (LLM hallucinations), job displacement, and even concerns about [conscious AI](https://www.scientificamerican.com/article/google-engineer-claims-ai-chatbot-is-sentient-why-that-matters/). For an interesting discussion of the impact of ChatGPT on the field of NLP, see the [oral history in Quanta Magazine](https://www.quantamagazine.org/when-chatgpt-broke-an-entire-field-an-oral-history-20250430/). +The newest wave of LLMs inspired a surge in research as well as ethical debates on issues like misinformation (LLM hallucinations), job displacement, and even concerns about [conscious AI](https://www.scientificamerican.com/article/google-engineer-claims-ai-chatbot-is-sentient-why-that-matters/). For an interesting discussion of the impact of ChatGPT on the field of NLP, see the [oral history in Quanta Magazine](https://www.quantamagazine.org/when-chatgpt-broke-an-entire-field-an-oral-history-20250430/). -Since 2022, LLMs have shifted from being mostly academic curiosities to tools that attract billions in investment every year, and they are reshaping how people learn and interact with computers. - -In the rest of this lesson, we will learn some of the technical basics of how LLMs like ChatGPT work, and try to demystify their operations. Ultimateley, they are just another machine learning model, and they are trained to predict the next token in a string of tokens. +Since 2022, LLMs have shifted from being mostly academic curiosities to tools that attract billions in investment every year. They are reshaping how people learn and interact with computers. ## 2. Large language models (LLMs) ### LLMs: autocomplete at scale @@ -50,47 +50,46 @@ There is an excellent discussion of this at 3blue1brown (the following will open [![Watch the video](https://img.youtube.com/vi/LPZh9BOjkQs/hqdefault.jpg)](https://www.youtube.com/watch?v=LPZh9BOjkQs) -You have likely seen a similar mechanism on your phone when writing text and it suggests the next word using its *autocomplete* feature. Basically what LLMs do is autocompletion on a large scale. What makes LLMs *large* is the amount of data used to train them, and the size of the models. +You have likely seen a similar mechanism on your phone when writing text when it suggests the next word using its *autocomplete* feature. Basically what LLMs do is autocompletion on a very large scale. What makes LLMs *large* is the amount of data used to train them, and the size of the models. LLMs are trained on enormous collections of text, including books, Wikipedia, articles, and large parts of the internet. The models also contain billions (sometimes even trillions) of parameters, which allow the model to capture much more subtle patterns in language. It's this large scale, as well as the underlying transformer architecture (which we will discuss below) that makes modern LLMs so much more fluent and flexible than your phone's autocomplete feature. ### How LLMs Learn: Self-supervised learning -The training process for LLMs is different from what we saw in the ML module -- there, we learned that humans provide labeled data as ground truth to help train the models. Instead, LLMs use what’s called *self-supervised learning*. Because the "correct next word" is already present in every text sequence, the data effectively labels itself. +The training process for LLMs is different from what we saw in the ML module -- there, we learned that humans provide labeled data as ground truth to help train the models. Instead, LLMs use what's called *self-supervised learning*. Because the "correct next word" is already present in every text sequence, training data effectively labels itself! For example, in the phrase "The cat sat on the mat," the model can practice by hiding "mat" and predicting it from the context. This setup is also called *autoregression*, because the model predicts each word based on all the words before it. -With this approach, you can train on billions or trillions of examples without having to manually annotate ground-truth data. Over time, the model learns facts, grammar, and reasoning patterns simply by getting better at predicting the next word. +With this approach, you can train on billions or trillions of examples without having to manually annotate ground-truth data. -There is one wrinkle we should cover regarding how LLMs learn before moving on to more technical matters. There are really *two* different learning modes for LLMs. First, by training on huge bodies of text in the next-word-prediction task, we end up with *foundational* or *pretrained* or *base* models. These are general purpose models that embody information from extremely broad sources. +There is one wrinkle we should cover regarding how LLMs learn before moving on to more technical matters. There are really *two* different learning modes for LLMs. First, by training on huge bodies of text in the next-word-prediction task, we end up with *foundational*, *pretrained*, or *base* models. These are general purpose models that embody information from extremely broad sources. -However, just foundational models don't work well in special-purpose jobs like personal assistants, chatbots, etc. To get good performance on such specialized tasks, a second training step is needed, where these foundational models are *fine-tuned* on a labeled dataset that is tailored to a specific task or application. +However, just foundational models don't work well in special-purpose jobs like personal assistants, chatbots, etc. A *second* second training step fine-tunes these models on smaller, labeled datasets for specific applications. -![pretrained vs fine-tuned llm](resources/pretrained_finetuned_llm.jpg) +

+ two types of training
+ Types of LLM training +

In other words, fine-tuning takes a foundational model and adjusts it for specific purposes, such as answering questions, following instructions, or writing in a particular style. There are various ways to do this. One, supervised fine-tuning (SFT) follows a more traditional ML approach where the model is given paired examples of inputs and desired outputs. -Another is [reinforcement learning from human feedback](https://www.youtube.com/watch?v=T_X4XFwKX8k) (RLHF). With RLHF the model adapts (using reinforcement learning procedures) to produce responses that are ranked more highly by human judges. +Another is [reinforcement learning from human feedback](https://www.youtube.com/watch?v=T_X4XFwKX8k) (RLHF). With RLHF the model adapts (using reinforcement learning procedures) to produce responses that are ranked more highly by human judges. -The result with fine-tuning is the production of specialized models built on top of the same foundation -- one model might become a customer service chatbot, another a medical assistant, and another a coding helper. The distinction between the general pretrained model and its fine-tuned variants is key to understanding why LLMs are so adaptable in practice. +If you have ever been using ChatGPT and it has asked you to rank two responses, this is OpenAI collected data for future cycles of RLHF. -While in this course we will not go through the process of building your own LLM, the excellent book [Build a Large Language Model from Scratch](https://www.manning.com/books/build-a-large-language-model-from-scratch) by Sebastian Raschka, walks you through this in detailk using PyTorch if you are interested. The above picture is adapted from his book. +The result with fine-tuning is the production of specialized models built on top of the same foundation. While in this course we will not go through the process of building your own LLM, the excellent book [Build a Large Language Model from Scratch](https://www.manning.com/books/build-a-large-language-model-from-scratch) by Sebastian Raschka, walks you through this in detailk using PyTorch if you are interested. The above picture is adapted from his book. In the next section we will dig into the details about how LLMS actually work: as we said, it isn't just that they are *large*, but their *architecture*, that makes them so powerful. - ## 3. LLM architecture -In this section we will walk step-by-step through the following simplifed LLM architecture diagram, which is adapted from Chapter 2 of Raschka's excellent book: +In this section we will walk step-by-step through the following simplifed LLM architecture diagram: -![LLM architectural](resources/llm_architecture.jpg) +

+ LLM flow diagram
+ LLM Architecture Diagram +

-What is an LLM video: -https://www.youtube.com/watch?v=5sLYAQS9sWQ +The above diagram is adapted from Chapter 2 of Raschka's excellent book. -There are three main steps that it is important to focus on when understanding how LLMs get so good at predict the next word in a sequence: - -- tokenization -- token embedding -- attention ### Tokenization: From raw text to token IDs You can learn more about tokenization at the following resources: @@ -99,80 +98,82 @@ You can learn more about tokenization at the following resources: Tokenization is the process of breaking chunks of text into smaller pieces that are in the LLM's vocabulary. For example, the sentence "The cat sat on the mat." might be split into tokens like ["The", " cat", " sat", " on", " the", " mat", "."]. These tokens are then mapped to unique integer IDs. -![LLM tokenization](resources/llm_tokenization.jpg) +

+ tokenization
+ Tokenization example +

Importantly, tokens are not always whole words. To keep the vocabulary a manageable size, many tokenizers break rare or complex words into smaller chunks. For example, "blueberries" might become ["blue", "berries"]. This makes it possible to represent *any* string of text, even if it never appeared in training. You can [play online]( https://platform.openai.com/tokenizer) with a popular tokenizer, *tiktoken*. There, you can explore how tiktoken breaks down text into parts and creates numerical ids for each token. -[add practical exercise here] +### Embeddings: From IDs to semantics +Embedding resources: +- [Excellent Medium article](https://medium.com/@saschametzger/what-are-tokens-vectors-and-embeddings-how-do-you-create-them-e2a3e698e037) +- [YouTube video](https://www.youtube.com/watch?v=lPTcTh5sRug) +Once a tokenizer has converted text into integer IDs, these don't "mean" anything to the model -- they are just arbitrary integers. Deep learning models can't reason about words or integers directly; they operate in the continuous, numerical language of vectors and tensors. The *embedding layer* performs that translation step. It maps each token ID to a vector -- an array of real numbers that lives in a high-dimensional vector space. -### Embeddings: From IDs to semantics -Once a tokenizer has converted text into integer IDs, these don't "mean" anything -- the tokenizer has just created some arbitrary numbers to stand in for words or subwords. We start ascribing meanings when the token IDs are passed through an *embedding layer*, which assigns each token a tensor, a numerical array of values: + In the following image each token ID is mapped to a very small vector of numbers (three values). In reality the embedding layer typically maps each token to a tensor of thousands of numbers. -![token embeddings](resources/embedding_layer_rashka.jpg) +

+ Emedding layer
+ Token embedding example +

- In the image each token ID is mapped to a very small vector of numbers (three values). In reality the embedding layer typically maps each token to a tensor of thousands of numbers. - - At first these token embeddings are assigned random numbers. However, as training proceeds, semantically similar tokens will end up closer together. So the token embeddings for `brother` and `sister` end up near each other, while `car` and `bicycle` cluster elsewhere. Over time, this training process produces what we might call a semantic similarity space: a geometric landscape where semantically related tokens cluster together in a heirarchical way: +At first these vectors are random. But as training proceeds, tokens that appear in similar contexts end up with similar vectors. The embedding for "brother" moves closer to "sister," while "car" and "bicycle" cluster elsewhere. Over time, this produces a semantic similarity space -- a geometric landscape where related meanings are near each other and unrelated ones are far apart. -![semantic space](resources/semantic_space.jpg) -Conceptual drawing of token embeddings arranged in semantic space. Words with related meanings cluster together. Note here the high-dimensional token embedding is projected to a low-dimensional space for visualization. +

+ Semantic space
+ Embedding space semantics +

-Embedding resources: -https://medium.com/@saschametzger/what-are-tokens-vectors-and-embeddings-how-do-you-create-them-e2a3e698e037 +Words with related meanings cluster together. Note in this diagram the high-dimensional token embedding is projected to a low-dimensional space for visualization purposes. -Slightly more technical intro to embedding: -https://www.youtube.com/watch?v=lPTcTh5sRug +Below, we'll explore a practical demo of visualizing embedding spaces. Embeddings aren’t limited to individual tokens -- many tools can create embeddings for whole sentences, paragraphs, or entire documents. This is important because in later lessons we'll use these embeddings to *retrieve* information based on meaning rather than exact keywords. Searching by semantic similarity allows models to find conceptually related text even when the same words aren't used. + +We are leaving out some details of how LLM embeddings work, in particular [positional embeddings](https://www.ibm.com/think/topics/positional-encoding), which encode the position of tokens in a sequence. ### Attention: Context-aware embeddings *Attention* was the final puzzle piece needed to make modern LLMs so powerful. It was introduced by a team of researchers at Google Brain in a groundbreaking paper called [Attention is all you need](https://arxiv.org/abs/1706.03762). -In the above static embedding space, each token has a fixed default neighborhood: `apple` lies near other fruits, `car` clusters with other vehicles, and `queen` sits close to `king` and `sister`. But language isn't static -- meanings shift with context. In a sentence about fruit salad, `apple` should clearly belong with oranges and grapefruits. In a sentence about smartphones, `Apple` should move toward phones and computers. Static token embeddings can't make this adjustment on their own. This is where *attention* comes in: it allows tokens to dynamically reshape their position based on surrounding words, pulling apple toward "fruit" or "phone" as needed. Attention is the mechanism that enriches the thin semantics of embeddings with contextual cues, helping to resolve ambiguities that emerge in natural language. +In the above static embedding space, each token has a fixed default neighborhood: `apple` lies near other fruits, `car` clusters with other vehicles, and `queen` sits close to `king` and `sister`. But language isn't static -- meanings shift with context. In a sentence about fruit salad, `apple` clearly belongs with oranges and grapefruits. In a sentence about smartphones, `Apple` should move toward phones and computers. Static token embeddings can't make this adjustment on their own. +Attention fixes this by letting tokens dynamically adjust their relationships based on surrounding words. Each token looks at others in the sequence and assigns them weights according to relevance. Related tokens—like "apple" and "orange"—pull strongly on one another, while unrelated ones have little influence. This similarity-based weighting system turns a static semantic map into a context-sensitive representation of meaning, allowing the model to interpret words in context. To get an quick intuitive understanding of attention, before reading on, please watch the following short video: [![Watch the video](https://img.youtube.com/vi/0aG4cSfFvC0/hqdefault.jpg)](https://www.youtube.com/shorts/0aG4cSfFvC0) +In summary, attention acts as a *similarity-based weighting system*: words that are closer to each other exert a stronger pull. This process turns a static semantic map into a context-sensitive representation of meaning. -Each token starts as a point in embedding space, but attention allows them to influence one another. Because "apple" and "orange" are semantically similar, attention gives them a high weight of mutual influence. As a result, the embedding for "orange" is nudged slightly toward "apple," and vice versa. Now consider "Apple released a new phone." Here, the word "Apple" receives more weight from "phone" and "released" than from unrelated words, so its embedding is shifted toward the electronics cluster. - -In general, attention acts as a *similarity-based weighting system*: words that are closer to each other exert a stronger pull. This process turns a static semantic map into a context-sensitive representation of meaning. - -![Attention mechanism](resources/attention_influence.jpg) +

+ Attention mechanism
+ Self attention mechanism +

We are leaving out the mathematical details here, because this is a conceptual overview. There are *many* in-depth treatments online, such as: - [Video](https://www.youtube.com/watch?v=OxCpWwDCDFQ) - [Web page](https://cohere.com/llmu/what-is-attention-in-language-models) -Attention mechanism was the magic sauce that supercharged progress in NLP. When combined with massive training data, large models, and the self-supervised task of predicting the next token, it enabled LLMs to generate remarkably human-like speech patterns. - -### Transformer: attention + MLP -The transformer architecture is the thing that provides the "T" in GPT, which stands for "generative pretrained *transformer*. - -Attention is your context engine. After tokenization and embeddings, each token "looks" at the others and borrows what it needs, with stronger weights from the most relevant neighbors. That gives every token a richer, context-aware vector. This enriched token is then fed through a neural network (a multilayered perceptron, or MLP), that processes the outputs of these enriched embeddings, boosting the ability to predict the next word in the sequence. +Attention was the final ingredient that supercharged progress in NLP. When combined with massive training data and large models, it enabled LLMs to generate remarkably human-like speech patterns. -GPT models stack many of these these transformer blocks together (GPT3 has 96 transformer blocks), generating highly contextualized and refined representations of tokens. +### Transformer: Bringing everything together +The transformer block combines the above attention mechanism with a feedforward neural network to improves the the model's ability to predict the next word. By the end, the model holds a richly contextual representation of everything it has read so far, which it uses to predict the next token. -We're skipping many details here: for instance, *multi-head attention* runs several attention patterns in parallel within a transformer block and then mixes them; there are many other details in the ML pipeline that are needed to make the pipeline robust. Our point is more conceptual. +In practice, transformers stack many of these transformer blocks on top of each other. GPT-3, for example, stacks together 96 transformer blocks. The result is a model that understands not just local relationships between *words*, but broader, sentence-level and paragraph-level context. -### Predicting the next word: de-embedding -Crucially, the heavy lifting already happened inside the transformer stack. But we still need to predict the next word in our word sequence! +[to do create figure for transformer] -After all those transformer blocks have done their job, we're left with a final vector for each token in the input. Imagine the last word in the sequence — its vector lives somewhere in a 3D space (or, in a real model, maybe 768 or 12288 dimensions, but let’s keep it 3D for now). - -Now comes the final moment. We ask: given that 3D vector, which of the 50,000 possible tokens in the vocabulary should come next? This is a classic prediction problem. The token with the highest score wins. That’s the predicted next word. Everything builds up to this. One vector in, one token out. - -This is done by a very simple linear neural network (two layers) that is a translator from the model's embedding space to actual tokens. We can think of it as a "de-embedding". +We are skipping *many* of the details here. For instance, *multi-head attention* runs several of these blocks in parallel. For now, the key idea is that transformers combine attention (context gathering) and neural networks (pattern extraction) in a deep, repeated structure that enables fluent language generation. +The output of the transformer is then used to predict the next word. This process is applied iteratively, until full passages like you get with ChatGPT or other interfaces emerge. ## 4. Demo: Visualizing embeddings -In the following demonstration we will visualizing text embeddings based on their similarity. +In the following demonstration we will visualize text embeddings based on their semantic similarity. -> Aside on handling API key (put in README.md) +> Aside on handling API key First, load API key. @@ -262,18 +263,14 @@ client = OpenAI() embeddings = [] for summary in movie_summaries: - response = client.embeddings.create( - model="text-embedding-3-small", - input=summary - ) + response = client.embeddings.create(model="text-embedding-3-small", + input=summary) embeddings.append(response.data[0].embedding) embeddings = np.array(embeddings) print(embeddings.shape) ``` - ### Examine embeddings in 2d using PCA - PCA reduces high-dimensional embeddings (1500-dimensions) to a lower-dimensional 2D for intuitive plots, making embeddings easy to visualize. It makes more clear the similarity relations among the embeddings, revealing the semantic structure between the summaries. We discussed above just how important this kind of perspective is in the development of LLMs/self-attention etc! @@ -295,8 +292,6 @@ plt.ylabel("PCA Component 2") plt.show() ``` -We will see in the assignment that you can feed any text you'd like into the embedding model, it is a lot of fun to probe the semantic map embodied in these models. - ## 5. Key points Congrats we just covered the basics of natural language processing and modern LLM function! Some of the key points we covered: @@ -306,4 +301,4 @@ Congrats we just covered the basics of natural language processing and modern LL - Tokenization, embeddings, and attention let models capture word meaning and context dynamically. - Transformers incorporate attention layers and neural networks to generate context-aware text predictions. -While in subsequent lessons we will use APIs that rely on models built with these architectures, it's important to understand what’s happening under the hood. Hopefully, knowing a little bit about how tokenization, embeddings, and attention works will help demystify LLMs and gives you intuition for why they can generate language so effectively (and sometimes make such strange errors, which we will discuss in Lesson N). \ No newline at end of file +While in subsequent lessons we will use APIs that rely on models built with these architectures, it is important to understand what is happening under the hood. Hopefully, knowing a little bit about how tokenization, embeddings, and attention works will help demystify LLMs and gives you intuition for why they can generate language so effectively (and sometimes make such strange errors, which we will discuss shortly). \ No newline at end of file From 943353be2bb14cb257d81035e7261d7df6c51d77 Mon Sep 17 00:00:00 2001 From: EricThomson Date: Wed, 29 Oct 2025 08:20:40 -0400 Subject: [PATCH 10/12] resizing figures --- lessons/05_AI_intro/01_intro_nlp_llms.md | 3 +++ 1 file changed, 3 insertions(+) diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index 0ec4565..b44ae27 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -170,6 +170,9 @@ We are skipping *many* of the details here. For instance, *multi-head attention* The output of the transformer is then used to predict the next word. This process is applied iteratively, until full passages like you get with ChatGPT or other interfaces emerge. +For a quick overview of all this, [check out this video](https://www.youtube.com/watch?v=5sLYAQS9sWQ). + + ## 4. Demo: Visualizing embeddings In the following demonstration we will visualize text embeddings based on their semantic similarity. From f6acc8f15d3301d9e42b8b71dfeba02357a824a9 Mon Sep 17 00:00:00 2001 From: EricThomson Date: Wed, 12 Nov 2025 15:07:16 -0500 Subject: [PATCH 11/12] updated transformer architecture description --- lessons/05_AI_intro/01_intro_nlp_llms.md | 61 ++++++++++-------- .../resources/transformer_block_reduced.jpg | Bin 0 -> 739960 bytes 2 files changed, 34 insertions(+), 27 deletions(-) create mode 100644 lessons/05_AI_intro/resources/transformer_block_reduced.jpg diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index b44ae27..d444767 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -61,24 +61,24 @@ For example, in the phrase "The cat sat on the mat," the model can practice by h With this approach, you can train on billions or trillions of examples without having to manually annotate ground-truth data. -There is one wrinkle we should cover regarding how LLMs learn before moving on to more technical matters. There are really *two* different learning modes for LLMs. First, by training on huge bodies of text in the next-word-prediction task, we end up with *foundational*, *pretrained*, or *base* models. These are general purpose models that embody information from extremely broad sources. +There are really *two* different learning modes for LLMs. First, by training on huge bodies of text in the next-word-prediction task, we end up with what are often called *foundational*, *pretrained*, or *base* models. These are general purpose models that embody information from extremely broad sources. -However, just foundational models don't work well in special-purpose jobs like personal assistants, chatbots, etc. A *second* second training step fine-tunes these models on smaller, labeled datasets for specific applications. +However, these foundational models don't work well in special-purpose jobs like personal assistants, chatbots, etc. A *second* second training step fine-tunes these models on smaller, labeled datasets for specific applications.

two types of training
Types of LLM training

-In other words, fine-tuning takes a foundational model and adjusts it for specific purposes, such as answering questions, following instructions, or writing in a particular style. There are various ways to do this. One, supervised fine-tuning (SFT) follows a more traditional ML approach where the model is given paired examples of inputs and desired outputs. +In other words, fine-tuning takes a foundational model and adjusts it for specific purposes, such as answering questions, following instructions, or writing in a particular style. There are various ways to do this. One, *supervised fine-tuning* (SFT) follows a more traditional ML approach where the model is given paired examples of inputs and desired output text snippets. -Another is [reinforcement learning from human feedback](https://www.youtube.com/watch?v=T_X4XFwKX8k) (RLHF). With RLHF the model adapts (using reinforcement learning procedures) to produce responses that are ranked more highly by human judges. +Another extremely powerful fine-tuning method is [reinforcement learning from human feedback](https://www.youtube.com/watch?v=T_X4XFwKX8k) (RLHF). With RLHF the model adapts (using reinforcement learning procedures) to produce responses that are ranked more highly by human judges. -If you have ever been using ChatGPT and it has asked you to rank two responses, this is OpenAI collected data for future cycles of RLHF. +If you have ever been using ChatGPT and it has asked you to rank two responses, this is OpenAI collecting data for future rounds of RLHF. The result with fine-tuning is the production of specialized models built on top of the same foundation. While in this course we will not go through the process of building your own LLM, the excellent book [Build a Large Language Model from Scratch](https://www.manning.com/books/build-a-large-language-model-from-scratch) by Sebastian Raschka, walks you through this in detailk using PyTorch if you are interested. The above picture is adapted from his book. -In the next section we will dig into the details about how LLMS actually work: as we said, it isn't just that they are *large*, but their *architecture*, that makes them so powerful. +In the next section we will dig into the details about how LLMS actually work. As we said, it isn't just that they are *large*, but their *architecture*, that makes them so powerful. ## 3. LLM architecture In this section we will walk step-by-step through the following simplifed LLM architecture diagram: @@ -96,14 +96,14 @@ You can learn more about tokenization at the following resources: - [Super Data Science video](https://www.youtube.com/watch?v=ql-XNY_qZHc) - [Huggingface introduction](https://huggingface.co/learn/llm-course/en/chapter2/4) -Tokenization is the process of breaking chunks of text into smaller pieces that are in the LLM's vocabulary. For example, the sentence "The cat sat on the mat." might be split into tokens like ["The", " cat", " sat", " on", " the", " mat", "."]. These tokens are then mapped to unique integer IDs. +Tokenization is the process of breaking chunks of text into smaller pieces of text that the LLM works with. The LLM's full body of tokens is called its *vocabulary*. For example, the sentence "The cat sat on the mat." might be split into tokens like ["The", " cat", " sat", " on", " the", " mat", "."]. These tokens are then mapped to unique integer IDs.

tokenization
Tokenization example

-Importantly, tokens are not always whole words. To keep the vocabulary a manageable size, many tokenizers break rare or complex words into smaller chunks. For example, "blueberries" might become ["blue", "berries"]. This makes it possible to represent *any* string of text, even if it never appeared in training. +Importantly, tokens are not typically whole English words. To keep the vocabulary a manageable size, many tokenizers break rare or long words into smaller chunks. For example, "blueberries" might become ["blue", "berries"]. This makes it possible to represent *any* string of text, even if it never appeared in training. You can [play online]( https://platform.openai.com/tokenizer) with a popular tokenizer, *tiktoken*. There, you can explore how tiktoken breaks down text into parts and creates numerical ids for each token. @@ -112,40 +112,38 @@ Embedding resources: - [Excellent Medium article](https://medium.com/@saschametzger/what-are-tokens-vectors-and-embeddings-how-do-you-create-them-e2a3e698e037) - [YouTube video](https://www.youtube.com/watch?v=lPTcTh5sRug) -Once a tokenizer has converted text into integer IDs, these don't "mean" anything to the model -- they are just arbitrary integers. Deep learning models can't reason about words or integers directly; they operate in the continuous, numerical language of vectors and tensors. The *embedding layer* performs that translation step. It maps each token ID to a vector -- an array of real numbers that lives in a high-dimensional vector space. +Once a tokenizer has converted text into integer IDs, these don't "mean" anything to the model -- they are just arbitrary integers. Deep learning models can't operate directly on words or integers. As we saw in the ML module, they operate in the continuous, numerical language of vectors and tensors. The *embedding layer* performs that translation step. It maps each token ID to a tensor or vector -- an array of real numbers that lives in a high-dimensional vector space. - In the following image each token ID is mapped to a very small vector of numbers (three values). In reality the embedding layer typically maps each token to a tensor of thousands of numbers. + In the following image each token ID is mapped to a small vector of numbers (three values). In reality the embedding layer typically maps each token to a tensor of thousands of numbers.

Emedding layer
Token embedding example

-At first these vectors are random. But as training proceeds, tokens that appear in similar contexts end up with similar vectors. The embedding for "brother" moves closer to "sister," while "car" and "bicycle" cluster elsewhere. Over time, this produces a semantic similarity space -- a geometric landscape where related meanings are near each other and unrelated ones are far apart. +At first these vectors are random. But as training proceeds, the token embeddings that appear in similar contexts end up closer together in the embedding space. The embedding for "brother" moves closer to "sister," while "car" and "bicycle" cluster elsewhere. Over time, this produces a semantic similarity space -- a geometric landscape where related meanings are near each other and unrelated ones are far apart:

Semantic space
Embedding space semantics

-Words with related meanings cluster together. Note in this diagram the high-dimensional token embedding is projected to a low-dimensional space for visualization purposes. +Words with related meanings cluster together. In this diagram the high-dimensional token embedding is projected to a low-dimensional space for visualization purposes. -Below, we'll explore a practical demo of visualizing embedding spaces. Embeddings aren’t limited to individual tokens -- many tools can create embeddings for whole sentences, paragraphs, or entire documents. This is important because in later lessons we'll use these embeddings to *retrieve* information based on meaning rather than exact keywords. Searching by semantic similarity allows models to find conceptually related text even when the same words aren't used. +Below, we'll explore a practical demo visualizing embedding spaces.Embeddings aren't limited to individual tokens -- there are tools to create embeddings for whole sentences, paragraphs, or entire documents. This is important because it provides a powerful search technique: searching by based on semantic similarity rather than exact keywords. Searching by semantic similarity allows models to find conceptually related text even when the exact same words aren't used. We will revisit this concept next week. -We are leaving out some details of how LLM embeddings work, in particular [positional embeddings](https://www.ibm.com/think/topics/positional-encoding), which encode the position of tokens in a sequence. +> We are leaving out some details of how LLM embeddings work. In particular, in language, the position of a word in a sentence is extremely important for determining its meaning. In modern LLMs, there are also [positional embeddings](https://www.ibm.com/think/topics/positional-encoding), which encode the position of tokens in a sequence. We are leaving this step out for now. ### Attention: Context-aware embeddings - *Attention* was the final puzzle piece needed to make modern LLMs so powerful. It was introduced by a team of researchers at Google Brain in a groundbreaking paper called [Attention is all you need](https://arxiv.org/abs/1706.03762). + *Attention* was the final puzzle piece needed to make modern LLMs so powerful. It was introduced by a team of researchers at Google Brain in a groundbreaking paper called [Attention is all you need](https://arxiv.org/abs/1706.03762) in 2017. -In the above static embedding space, each token has a fixed default neighborhood: `apple` lies near other fruits, `car` clusters with other vehicles, and `queen` sits close to `king` and `sister`. But language isn't static -- meanings shift with context. In a sentence about fruit salad, `apple` clearly belongs with oranges and grapefruits. In a sentence about smartphones, `Apple` should move toward phones and computers. Static token embeddings can't make this adjustment on their own. +In the above static embedding space, each token has a fixed default neighborhood: `apple` lies near other fruits, and `car` clusters with other vehicles. But language isn't static -- meanings shift with context. In a sentence about fruit salad, `apple` clearly belongs with oranges and grapefruits. In a sentence about smartphones, `Apple` should move toward phones and computers. Static token embeddings can't make this adjustment on their own. -Attention fixes this by letting tokens dynamically adjust their relationships based on surrounding words. Each token looks at others in the sequence and assigns them weights according to relevance. Related tokens—like "apple" and "orange"—pull strongly on one another, while unrelated ones have little influence. This similarity-based weighting system turns a static semantic map into a context-sensitive representation of meaning, allowing the model to interpret words in context. - -To get an quick intuitive understanding of attention, before reading on, please watch the following short video: +Attention fixes this by letting tokens dynamically adjust their meaning based on context. To get an quick intuitive understanding of attention, before reading on, please watch the following short video: [![Watch the video](https://img.youtube.com/vi/0aG4cSfFvC0/hqdefault.jpg)](https://www.youtube.com/shorts/0aG4cSfFvC0) -In summary, attention acts as a *similarity-based weighting system*: words that are closer to each other exert a stronger pull. This process turns a static semantic map into a context-sensitive representation of meaning. +As that video explains, attention acts as a *similarity-based weighting system*: words that are closer to each other in the original embedding space exert a stronger pull (so in a sentence about phones, Apple will end up closer to the technology sector of the semantic map). This process turns a static semantic map into a context-sensitive semantic space.

Attention mechanism
@@ -159,19 +157,28 @@ We are leaving out the mathematical details here, because this is a conceptual o Attention was the final ingredient that supercharged progress in NLP. When combined with massive training data and large models, it enabled LLMs to generate remarkably human-like speech patterns. -### Transformer: Bringing everything together -The transformer block combines the above attention mechanism with a feedforward neural network to improves the the model's ability to predict the next word. By the end, the model holds a richly contextual representation of everything it has read so far, which it uses to predict the next token. +### Transformer blocks: bringing things together +The transformer architecture (where the GPT get's it's "T" from) combines attention into a mechanism for predicting the next word. -In practice, transformers stack many of these transformer blocks on top of each other. GPT-3, for example, stacks together 96 transformer blocks. The result is a model that understands not just local relationships between *words*, but broader, sentence-level and paragraph-level context. +As we saw, the attention mechanism produces a a richer, context-aware vector. This enriched token is then fed through a neural network (a multilayered perceptron, or MLP), that processes the outputs of these context-aware embeddings, producing a final set of *enriched embeddings* that can are optimized for predicting the next word in the sequence: -[to do create figure for transformer] +

+ Transformer block
+ Transformer block +

-We are skipping *many* of the details here. For instance, *multi-head attention* runs several of these blocks in parallel. For now, the key idea is that transformers combine attention (context gathering) and neural networks (pattern extraction) in a deep, repeated structure that enables fluent language generation. +GPT models stack *many* of these these transformer blocks together (GPT3 has 96 transformer blocks), generating highly contextualized and refined representations of tokens. -The output of the transformer is then used to predict the next word. This process is applied iteratively, until full passages like you get with ChatGPT or other interfaces emerge. +> We are skipping *many* of the details here. For instance, *multi-head attention* runs several of these blocks in parallel. For now, the key idea is that transformers combine attention (context gathering) and neural networks (pattern extraction) in a deep, repeated structure that enables remarkable predictive power. -For a quick overview of all this, [check out this video](https://www.youtube.com/watch?v=5sLYAQS9sWQ). +### The last step: Predicting the next word +The transformer’s job is done. Its final layer outputs an enriched embedding for the last token--one that encodes the entire context of the sequence. Now the model just needs to predict what comes next. +This prediction step is actually very simple: this single vector is fed through a small neural network that maps it to a score for every token in the vocabulary--say, 50,000 scores total.The token with the highest score is chosen as the next word. + +That’s the entire final step: one context-rich vector in, one predicted token out. Repeat this autoregressively--word by word--and full passages like you get with ChatGPT and other interfaces will emerge! + +For a quick overview of all this, [check out this video](https://www.youtube.com/watch?v=5sLYAQS9sWQ). ## 4. 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zE6Q2(?qiox3j|(2U#cHrQxmNU$&ueZX^D^gUf)T&mt##tk5f81_610X6;d(PJ0_Ld zpyCWf1N}~bcC$HuUtuP7wEyC{`WIwa`Su@A>|s^hFFWx>0tx2pWTi*5aM%vns<4L< zrsM!f71-N2Se1ni!JmbmuizpY<TWuGZOo%NQ62Q*;t}r^{Upj-BQravc+xp*$e zaJ?kKgL1Bmz5fCh)Ryi((o`@17kjvNu8(L|D<=T8sJkC}6fHY(xF24^x0WRV${~^0M^eM^7q&O1uWztVE_OC literal 0 HcmV?d00001 From 6eb1cb8df66ee630e2485586837df6e58931032e Mon Sep 17 00:00:00 2001 From: EricThomson Date: Thu, 13 Nov 2025 12:16:52 -0500 Subject: [PATCH 12/12] fleshed out embedding visualization demo --- lessons/05_AI_intro/01_intro_nlp_llms.md | 58 +++++++++++++++--------- 1 file changed, 36 insertions(+), 22 deletions(-) diff --git a/lessons/05_AI_intro/01_intro_nlp_llms.md b/lessons/05_AI_intro/01_intro_nlp_llms.md index d444767..714d526 100644 --- a/lessons/05_AI_intro/01_intro_nlp_llms.md +++ b/lessons/05_AI_intro/01_intro_nlp_llms.md @@ -178,26 +178,33 @@ This prediction step is actually very simple: this single vector is fed through That’s the entire final step: one context-rich vector in, one predicted token out. Repeat this autoregressively--word by word--and full passages like you get with ChatGPT and other interfaces will emerge! -For a quick overview of all this, [check out this video](https://www.youtube.com/watch?v=5sLYAQS9sWQ). +For a quick overview of LLM function, [check out this video](https://www.youtube.com/watch?v=5sLYAQS9sWQ). ## 4. Demo: Visualizing embeddings -In the following demonstration we will visualize text embeddings based on their semantic similarity. +In the following demonstration we will visualize text embeddings based on their semantic similarity. Instead of similareity of single words like `apple` and `phone`, we will look at similarities among entire *sentences*. -> Aside on handling API key - -First, load API key. +First, let's import the packages required for this demo: ```python +import numpy as np +import matplotlib.pyplot as plt +from openai import OpenAI from dotenv import load_dotenv +from sklearn.decomposition import PCA +``` +We first need to load our OpenAI API key so you can use the embedding model that is part of their suite of models. We will discuss this more in the lesson on chat completions +> TODO: handle this discussion better -- put in README for this week and discuss handling of api keys, where to put it, that it will recursively seach parent dsirectories up to root). Please be sure not to share your API key! + +```python if load_dotenv(): print("Successfully loaded api key") ``` -Generate movie summary dictionary that we will use to detect semantic similaties. +Next, we will generate a movie summary dictionary that we will use to detect semantic similarities. ```python -movie_summaries = [ +movies = [ # Marvel Superhero Movies { "title": "Iron Man (2008)", @@ -263,27 +270,32 @@ movie_summaries = [ } ] ``` +Let's use the above to create a list of titles and summaries: + +```python +movie_titles = [m["title"] for m in movies] +movie_summaries = [m["summary"] for m in movies] +``` ### Generate embeddings -The `text-embedding-3-small` model converts text into numerical vectors and captures the "meaning" of the input text (in this case the movie reviews). Above, we discussed embedding vectors for single tokens, but OpenAI's model will do this for any length of text, such as our movie summaries. +The `text-embedding-3-small` model converts text into embedding vectors that, as discussed above, capture the "meaning" of the input text (in this case the movie reviews). Above, we discussed embedding vectors for single tokens, but OpenAI's model will do this for any length of text, such as our movie summaries. We will discuss the OpenAI API in much more detail in the next lesson, here we are just *using* it to demonstrate the power of embedding models. ```python client = OpenAI() +response = client.embeddings.create( + model="text-embedding-3-small", + input=movie_summaries +) -embeddings = [] -for summary in movie_summaries: - response = client.embeddings.create(model="text-embedding-3-small", - input=summary) - embeddings.append(response.data[0].embedding) -embeddings = np.array(embeddings) +embeddings = np.array([item.embedding for item in response.data]) print(embeddings.shape) ``` +In this case, each summary is projected to vector that's a little more than 1500-dimensions. -### Examine embeddings in 2d using PCA -PCA reduces high-dimensional embeddings (1500-dimensions) to a lower-dimensional 2D for intuitive plots, making embeddings easy to visualize. It makes more clear the similarity relations among the embeddings, revealing the semantic structure between the summaries. +### Visualize embeddings +It is impossible to visualize a 1500-dimension vector space directly, so we will use our old stand-by from Week 2, PCA, to project the 1500-dimension embedding to a 2D space to create more intuitive plots. It makes more clear the similarity relations among the embeddings, revealing the semantic structure between the summaries. -We discussed above just how important this kind of perspective is in the development of LLMs/self-attention etc! ```python # Do PCA to project to lower-dimensional embedding space @@ -302,13 +314,15 @@ plt.ylabel("PCA Component 2") plt.show() ``` +This mapping shows that similar movies tend to cluster together in the embedding space. E.g., Christmas movies in one region of the space, romcons in another (note Love Actually is a Christmas Romcom). Feel free to drop new summaries in to see where they fall in this movie map. + +You can now experiment with any text you like. Embedding models allow us to search and compare text based on *meaning*, not literal keywords. This is the foundation for semantic search, and retrieval-augmented generation (RAG) systems, which we will explore next week. ## 5. Key points -Congrats we just covered the basics of natural language processing and modern LLM function! Some of the key points we covered: +Congrats you have just covered the basics of natural language processing and modern LLM function! Some of the key points we covered: -- Modern NLP helps computers understand and generate human language using data-driven deep learning rather than hand-crafted rules. -- Large Language Models (LLMs) like GPT are trained with self-supervised learning to predict the next word in a sequence -- essentially, autocomplete at scale. -- Tokenization, embeddings, and attention let models capture word meaning and context dynamically. +- Modern NLP helps computers process and generate human language using data-driven deep learning rather than hand-crafted rules. +- LLMs like GPT are trained with self-supervised learning (autoregression) to predict the next word in a sequence -- essentially, autocomplete at scale. - Transformers incorporate attention layers and neural networks to generate context-aware text predictions. -While in subsequent lessons we will use APIs that rely on models built with these architectures, it is important to understand what is happening under the hood. Hopefully, knowing a little bit about how tokenization, embeddings, and attention works will help demystify LLMs and gives you intuition for why they can generate language so effectively (and sometimes make such strange errors, which we will discuss shortly). \ No newline at end of file +While in subsequent lessons we will use APIs that rely on models built with LLM architectures, it is helpful to understand what is happening on the back end. Hopefully, knowing a little bit about how tokenization, embeddings, and attention works will help demystify LLMs and gives you intuition for why they can generate language so effectively (and sometimes make such strange errors and "hallucinations", which we will discuss more next week). \ No newline at end of file

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