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‎chapter3/README.md

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| Section | File | Colab | Kaggle | Gradient |
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|-----------|--------|--------|-----------|----------|
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| LLMs, prompts, and chat models | [notebook](chapter3/LLMs_chat_models_and_prompts.ipynb) | | | |
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| Running local models | [notebook](chapter3/Running_local_models.ipynb) | | | |
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| Customer service helper | [notebook](chapter3/customer_service_use_case.ipynb) | | | |
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| Using HuggingFace Hub models | [notebook](chapter3/hf_hub_models.ipynb) | | | |
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| Map-reduce for summarization | [notebook](chapter3/map-reduce.ipynb) | | | |
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| Tracking costs | [notebook](chapter3/tracking_costs.ipynb) | | | |
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| LLMs, prompts, and chat models | [notebook](LLMs_chat_models_and_prompts.ipynb) | | | |
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| Running local models | [notebook](Running_local_models.ipynb) | | | |
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| Customer service helper | [notebook](customer_service_use_case.ipynb) | | | |
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| Using HuggingFace Hub models | [notebook](hf_hub_models.ipynb) | | | |
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| Map-reduce for summarization | [notebook](map-reduce.ipynb) | | | |
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| Tracking costs | [notebook](tracking_costs.ipynb) | | | |
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‎chapter4/README.md

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| Section | File | Colab | Kaggle | Gradient |
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|-----------|--------|--------|-----------|----------|
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| Question answering project | [directory](chapter4/question_answering) | x | x | x |
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| Information extraction | [notebook](chapter4/information_extraction.ipynb) | | | |
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| Mitigating hallucinations | [notebook](chapter4/mitigating_hallucinations.ipynb) | | | |
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| Tool use examples | [notebook](chapter4/tool_use.ipynb) | | | |
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| Advanced example for tool use | [python script](chapter4/tools.py) | x | x | x |
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| Question answering project | [directory](question_answering) | x | x | x |
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| Information extraction | [notebook](information_extraction.ipynb) | | | |
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| Mitigating hallucinations | [notebook](mitigating_hallucinations.ipynb) | | | |
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| Tool use examples | [notebook](tool_use.ipynb) | | | |
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| Advanced example for tool use | [python script](tools.py) | x | x | x |
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‎chapter5/README.md

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| Section | File | Colab | Kaggle | Gradient |
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|-----------|--------|--------|-----------|----------|
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| Embeddings | [notebook](chapter5/embeddings.ipynb) | | | |
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| Memory | [notebook](chapter5/memory.ipynb) | | | |
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| Moderation | [notebook](chapter5/moderation.ipynb) | | | |
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| Retrievers | [notebook](chapter5/retrievers.ipynb) | | | |
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| Summarization | [notebook](chapter5/pdf_summary.ipynb) | | | |
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| Summarization of pdfs | [directory](chapter5/summarize.py) | x | x | x |
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| Chat with retrieval project | [directory](chapter5/chat_with_retrieval) | x | x | x |
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| Map reduce with RAG | [python script](chapter5/rag_map_reduce.py) | | | |
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| Embeddings | [notebook](embeddings.ipynb) | | | |
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| Memory | [notebook](memory.ipynb) | | | |
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| Moderation | [notebook](moderation.ipynb) | | | |
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| Retrievers | [notebook](retrievers.ipynb) | | | |
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| Summarization | [notebook](pdf_summary.ipynb) | | | |
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| Summarization of pdfs | [directory](summarize.py) | x | x | x |
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| Chat with retrieval project | [directory](chat_with_retrieval) | x | x | x |
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| Map reduce with RAG | [python script](rag_map_reduce.py) | | | |
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‎chapter6/README.md

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| Section | File | Colab | Kaggle | Gradient |
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|-----------|--------|--------|-----------|----------|
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| Examples with code models | [notebook](chapter6/code_models.ipynb) | | | |
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| More examples with code models | [notebook](chapter6/software_development.ipynb) | | | |
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| Code understanding | [notebook](chapter6/code_understanding.ipynb) | | | |
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| Build a RAG on a documentation website | [notebook](chapter6/langchain_rag.ipynb) | | | |
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| Software development project | [directory](chapter5/software_development) | x | x | x |
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| Examples with code models | [notebook](code_models.ipynb) | | | |
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| More examples with code models | [notebook](software_development.ipynb) | | | |
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| Code understanding | [notebook](code_understanding.ipynb) | | | |
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| Build a RAG on a documentation website | [notebook](langchain_rag.ipynb) | | | |
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| Software development project | [directory](software_development) | x | x | x |
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‎chapter7/README.md

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| Section | File | Colab | Kaggle | Gradient |
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|-----------|--------|--------|-----------|----------|
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| Example of data analysis | [notebook](chapter7/data_science.ipynb) | | | |
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| Interactive GUI for data analysis | [python script](chapter7/app.py) | x | x | x |
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| Example of data analysis | [notebook](data_science.ipynb) | | | |
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| Interactive GUI for data analysis | [python script](app.py) | x | x | x |
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