towardsai/ragbook-notebooks
Repository for the "Building LLMs for Production" book by Towards AI.
Covers transformer architectures, prompt engineering, RAG pipelines, and LLM fine-tuning through hands-on Jupyter notebooks. Integrates LangChain, LlamaIndex, and OpenAI APIs for building production LLM applications, with practical examples including text summarization, knowledge graph creation, and agentic workflows. Includes advanced techniques like QLoRA fine-tuning, RLHF, output parsing, and RAG evaluation metrics via LangSmith.
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Jan 25, 2026
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