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sid1999-dot/README.md

πŸ‘‹ Hi, I'm Siddharth Basu

πŸš€ LLM Engineer | Generative AI Developer | NLP & RAG Expert

πŸ”¬ Specializing in Fine-tuning LLMs, RAG Pipelines, AI Agents, and Model Benchmarking

πŸ“‚ Top LLM Projects

1️⃣ Fine-tuning LLaMA on Custom Dataset

  • πŸ”₯ Highlights: Trained a LLaMA-2 13B model on medical Q&A
  • πŸ’» Stack: PyTorch, Hugging Face, LoRA, PEFT, DeepSpeed
  • πŸ”— Repo: LLaMA Fine-tuning

2️⃣ Retrieval-Augmented Generation (RAG) System

  • πŸ”₯ Highlights: Built an enterprise RAG chatbot with FAISS & Pinecone
  • πŸ’» Stack: LangChain, ChromaDB, OpenAI API, Streamlit
  • πŸ”— Repo: RAG Pipeline

3️⃣ LLM Benchmarking & Cost Optimization

  • πŸ”₯ Highlights: Compared GPT-4, LLaMA, and Mistral on latency & cost
  • πŸ’» Stack: OpenAI API, vLLM, ONNX, DeepSpeed
  • πŸ”— Repo: LLM Benchmarking

πŸ›  Tech Stack

πŸ”Ή LLMs: GPT-4, LLaMA, Mistral, Falcon
πŸ”Ή ML Frameworks: PyTorch, TensorFlow, Transformers
πŸ”Ή Data Retrieval: FAISS, Pinecone, ChromaDB
πŸ”Ή Backend: FastAPI, Flask, Streamlit
πŸ”Ή Deployment: Docker, Kubernetes, AWS Lambda

πŸ“ˆ GitHub Stats

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🌎 Connect with Me

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