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View on GitHubRepository for the "Building LLMs for Production" book by Towards AI.
Chapter-based Jupyter notebooks accompanying a book on building production LLM applications. Covers RAG, LangChain and LlamaIndex, agents, evaluation, prompt engineering, and fine-tuning.
Use Cases
Build basic and advanced RAG pipelinesCreate LLM summarizersBuild research and analysis agentsQuery and summarize databasesEvaluate RAG metricsFine-tune language models
Built With
- Language
- Jupyter Notebook
- Frameworks
- LangChain · LlamaIndex · LangSmith · OpenAI Assistants · AutoGPT
Tags
RAG · LLMs · agents · prompt engineering · fine-tuning · evaluation · notebooks · tutorials