├── .gitignore ├── 00_AIM_Quicklinks └── README.md ├── 00_OpenAI API Key Setup └── README.md ├── 00_Setting Up Git └── README.md ├── 01_Prompt Engineering and Prototyping Best Practices ├── Default1.png ├── Default2.png ├── Default3.png ├── Default4.png ├── Default51.png ├── Default52.png ├── HomeWorkAnswers.md ├── README.md ├── updated1.png ├── updated2.png ├── updated3.png ├── updated4.png └── updated5.png ├── 02_Embeddings_and_RAG ├── .gitignore ├── Embedding_Primer.ipynb ├── Pythonic_RAG_Assignment.ipynb ├── RAG.jpeg ├── README.md ├── aimakerspace │ ├── __init__.py │ ├── openai_utils │ │ ├── __init__.py │ │ ├── chatmodel.py │ │ ├── embedding.py │ │ └── prompts.py │ ├── text_utils.py │ └── vectordatabase.py ├── data │ └── PMarcaBlogs.txt ├── hgodishaResume.pdf ├── images │ └── docchain_img.png ├── pyproject.toml └── uv.lock ├── 03_End-to-End_RAG └── README.md ├── 04_Production_RAG ├── .python-version ├── Assignment_Introduction_to_LCEL_and_LangGraph_LangChain_Powered_RAG.ipynb ├── LangSmith_and_Evaluation.ipynb ├── README.md ├── pyproject.toml └── uv.lock ├── 05_Our_First_Agent_with_LangGraph ├── .python-version ├── EvaluationResults.png ├── Introduction_to_LangGraph_for_Agents_Assignment_Version.ipynb ├── README.md ├── pyproject.toml └── uv.lock ├── 06_Multi_Agent_with_LangGraph └── README.md ├── 07_Synthetic_Data_Generation_and_LangSmith ├── .python-version ├── README.md ├── Synthetic_Data_Generation_RAGAS_&_LangSmith_Assignment.ipynb ├── apatti_Synthetic_Data_Generation_RAGAS_&_LangSmith_Assignment.ipynb ├── data │ ├── 2023_llms.html │ └── 2024_llms.html └── pyproject.toml ├── 08_Evaluating_RAG_With_Ragas ├── .python-version ├── Evaluating_Agents_with_Ragas_(2025)_AI_Makerspace.ipynb ├── Evaluating_RAG_with_Ragas_(2025)_AI_Makerspace.ipynb ├── README.md ├── hw8_hard_mode_Evaluating_RAG_with_Ragas.ipynb ├── pyproject.toml └── uv.lock ├── 09_Finetuning_Embeddings ├── .ipynb_checkpoints │ └── Fine_tuning_Embedding_Models_for_RAG_Solution_Notebook-checkpoint.ipynb ├── .python-version ├── Fine_tuning_Embedding_Models_for_RAG_Solution_Notebook.ipynb ├── Fine_tuning_Embedding_Models_for_RAG_using_RAGAS.ipynb ├── README.md ├── data │ ├── 2023_llms.html │ └── 2024_llms.html ├── pyproject.toml ├── test_dataset.jsonl ├── training_dataset.jsonl ├── uv.lock └── val_dataset.jsonl ├── 10_Finetuning_Reasoning_Model └── README.md ├── 13_Advanced_Retrieval ├── .python-version ├── Advanced_Retrieval_with_LangChain_Assignment.ipynb ├── RAG_Fusion.ipynb ├── README.md ├── pyproject.toml └── uv.lock ├── 14_Open_DeepResearch ├── README.md ├── open-deep-research.ipynb ├── pyproject.toml └── uv.lock ├── 15_Open_Source_Endpoints ├── .python-version ├── Application_Start │ ├── .env.sample │ ├── .gitignore │ ├── Dockerfile │ ├── README.md │ ├── app.py │ ├── chainlit.md │ ├── data │ │ └── paul_graham_essays.txt │ ├── pyproject.toml │ └── solution_app.py ├── Open_Source_RAG_Leveraging_Hugging_Face_Endpoints_through_LangChain.ipynb ├── README.md ├── apatti_Open_Source_RAG_Leveraging_Hugging_Face_Endpoints_through_LangChain.ipynb ├── pyproject.toml ├── screenshots │ ├── embedding_endpoint.png │ └── llm_endpoint.png └── uv.lock ├── 16_LLMOps ├── .python-version ├── DeepSeek_R1.pdf ├── Prototyping_LangChain_Application_with_Production_Minded_Changes_Assignment.ipynb ├── README.md ├── advance_build │ ├── .DS_Store │ ├── .chainlit │ │ ├── config.toml │ │ └── translations │ │ │ ├── bn.json │ │ │ ├── en-US.json │ │ │ ├── gu.json │ │ │ ├── he-IL.json │ │ │ ├── hi.json │ │ │ ├── ja.json │ │ │ ├── kn.json │ │ │ ├── ml.json │ │ │ ├── mr.json │ │ │ ├── nl-NL.json │ │ │ ├── ta.json │ │ │ ├── te.json │ │ │ └── zh-CN.json │ ├── .ipynb_checkpoints │ │ ├── DeepSeek_R1-checkpoint.pdf │ │ └── IntelligentCache-checkpoint.ipynb │ ├── DeepSeek_R1.pdf │ ├── IntelligentCache.ipynb │ ├── __pycache__ │ │ └── app.cpython-312.pyc │ ├── app.py │ ├── chainlit.md │ ├── db │ │ ├── embeddings_app_cache.db │ │ ├── embeddings_cache.db │ │ ├── query1_embeddings_cache.db │ │ ├── query_embeddings_app_cache.db │ │ └── query_embeddings_cache.db │ ├── images │ │ ├── Summarize.png │ │ ├── keyInnovations.png │ │ ├── paris.png │ │ ├── summarizeFull.png │ │ ├── summarizecache.png │ │ └── theme.png │ ├── llm │ │ ├── __pycache__ │ │ │ └── semanticCacheLLM.cpython-312.pyc │ │ └── semanticCacheLLM.py │ ├── pyproject.toml │ ├── retriever │ │ └── QdrantRetriever.py │ ├── util │ │ ├── RAGTemplates.py │ │ ├── __pycache__ │ │ │ └── RAGTemplates.cpython-312.pyc │ │ └── timeUtils.py │ └── uv.lock ├── deep_research │ ├── .env.example │ ├── .langgraph_api │ │ ├── .langgraph_checkpoint.1.pckl │ │ ├── .langgraph_checkpoint.2.pckl │ │ ├── .langgraph_ops.pckl │ │ ├── .langgraph_retry_counter.pckl │ │ ├── store.pckl │ │ └── store.vectors.pckl │ ├── README.md │ ├── langgraph.json │ ├── pyproject.toml │ ├── src │ │ └── open_deep_research │ │ │ ├── __init__.py │ │ │ ├── __pycache__ │ 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