├── .DS_Store ├── .ipynb_checkpoints └── Vertical Chat-checkpoint.ipynb ├── 1-Introduction to LLMs with OpenAI ├── 1_1-First_Chatbot_OpenAI.ipynb ├── 1_1-First_Chatbot_OpenAI_Gradio.ipynb ├── 1_2-Easy_NL2SQL.ipynb ├── 1_2-Easy_NL2SQL_Gradio.ipynb ├── 1_2b-Easy_NL2SQL.ipynb ├── 1_3-Intro_Prompt_Engineering.ipynb ├── Prompt_Engineering_OpenAI.ipynb ├── Vertical Chat.ipynb └── readme.md ├── 2-Vector Databases with LLMs ├── .ipynb_checkpoints │ └── how-to-use-a-embedding-database-with-a-llm-from-hf-checkpoint.ipynb ├── 2_1_Vector_Databases_LLMs.ipynb ├── 2_2-ChromaDB Sever mode.ipynb ├── 2_3-ChromaDB Client.ipynb ├── how-to-use-a-embedding-database-with-a-llm-from-hf.ipynb ├── readme.md └── semantic_cache_chroma_vector_database.ipynb ├── 3-LangChain ├── .DS_Store ├── .ipynb_checkpoints │ └── HF_LLAMA2_LangChain_Moderation_System-checkpoint.ipynb ├── 3_1_RAG_langchain.ipynb ├── 3_2_GPT_Moderation_System.ipynb ├── 3_2_LLAMA2_Moderation_Chat.ipynb ├── 3_2_OpenAI_Moderation_Chat.ipynb ├── 3_3_Data_Analyst_Agent.ipynb ├── 3_4_Medical_Assistant_Agent.ipynb ├── 3_4b_Medical_Assistant_Agent_Gradio.ipynb ├── HF_LLAMA2_LangChain_Moderation_System.ipynb ├── HF_gpt_j_6b_Moderation_System.ipynb ├── LangChain_Agent_create_Data_Scientist_Assistant.ipynb ├── LangChain_OpenAI_Moderation_System.ipynb ├── ask-your-documents-with-langchain-vectordb-hf.ipynb ├── langchain_retrieval_agent.ipynb └── readme.md ├── 4-Evaluating LLMs ├── .DS_Store ├── .ipynb_checkpoints │ └── rouge-evaluation-untrained-vs-trained-llm-checkpoint.ipynb ├── 4_1_bleu_evaluation.ipynb ├── 4_1_rouge_evaluations.ipynb ├── 4_2_Evaluating_summaries_embeddings.ipynb ├── 4_2_tracing_medical_agent.ipynb ├── 4_3_evaluating_rag_giskard.ipynb ├── LangSmithSumarizations.ipynb ├── bleu_evaluation.ipynb ├── evaluating_rag_giskard.ipynb ├── langsmith_Medical_Assistant_Agent.ipynb ├── readme.md └── rouge-evaluation-untrained-vs-trained-llm.ipynb ├── 5-Fine Tuning ├── .DS_Store ├── 5_2_LoRA_Tuning.ipynb ├── 5_3_QLoRA_Tuning.ipynb ├── 5_4_Prompt_Tuning.ipynb ├── LoRA_Tuning_PEFT.ipynb ├── Prompt_Tuning_PEFT-V2.ipynb ├── Prompt_Tuning_PEFT.ipynb ├── QLoRA_Tuning_PEFT.ipynb └── readme.md ├── 6-PRUNING ├── 6_1_pruning_structured_l1_diltilgpt2.ipynb ├── 6_2_pruning_structured_llama3.2-1b_KO.ipynb ├── 6_3_pruning_structured_llama3.2-1b_OK.ipynb └── readme.md ├── Datasets └── summaries_cnn.csv ├── E1-NL2SQL for big Databases ├── Select_hs_Tables.ipynb └── readme.md ├── E2-Transforming Banks With Embeddings └── Readme.md ├── LICENSE.md ├── P1-NL2SQL ├── .ipynb_checkpoints │ └── 6_4_nl2sql_Ollama-checkpoint.ipynb ├── 6_1_nl2sql_prompt_OpenAI.ipynb ├── 6_2_Azure_NL2SQL_Client.ipynb ├── 6_3_AWS_Bedrock_NL2SQL_Client.ipynb ├── 6_4_nl2sql_Ollama.ipynb ├── NL2SQL_OpenAI_Azure.ipynb ├── nl2sql_prompt_OpenAI.ipynb ├── nl2sql_prompt_SQLCoder.ipynb └── readme.md ├── P2-MHF ├── 7_2_Aligning_DPO_phi3.ipynb ├── Aligning_DPO_open_gemma-2b-it.ipynb ├── Aligning_DPO_phi3.ipynb └── readme.md ├── P3-CODEMIGRATION 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