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Hands-On-Large-Language-Models

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Official code repo for the O'Reilly Book - "Hands-On Large Language Models"

★ 29K6,674 forksJupyter NotebookApache-2.0HandsOnLLM

Official code repo for the O'Reilly book Hands-On Large Language Models: 12 Colab-ready notebooks plus bonus guides covering tokenization, embeddings, semantic search and RAG, prompt engineering, classification, fine-tuning, quantization, MoE, reasoning LLMs, and agents.

Use Cases

Learning LLM internals and tokenizationBuilding text embeddings and semantic searchImplementing RAG pipelinesText classification with LLMsTopic modeling and clusteringPrompt engineering practiceFine-tuning BERT for classificationFine-tuning generative LLMsMultimodal (vision-language) tasksModel quantizationReasoning LLM studyBuilding a simple LLM agent

Built With

Language
Jupyter Notebook
Frameworks
PyTorch · Hugging Face Transformers · sentence-transformers · LangChain · BERTopic · FAISS · llama.cpp · PEFT · TRL · bitsandbytes · SetFit · gensim · Annoy · MTEB · OpenAI API (SDK) · Cohere API (SDK)

Tags

llm · education · tutorial · notebooks · book · embeddings · semantic-search · rag · prompt-engineering · fine-tuning · text-classification · topic-modeling · quantization · multimodal · tokenization · transformers

Hands-On-Large-Language-Models — Vibe Coding Discover