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nafis-neehal/README.md

🏢 Currently working as a Graduate Researcher in IDEA Labs at RPI. Leading a team of 7 research collaborators from IBM and RPI.
📚 Research Interest: Large Language Models (Fine-Tuning, Benchmarking, Dataset Creation, RAG, LLM as a Judge, Human-in-the-loop evaluation, Trustworthy LLM, Agents), GenAI, Applied ML/DL, AI for Healthcare
📧 Actively looking for internships / full-time positions / research collaborations in LLM / NLP / AI in Healthcare. Email Me: neehan[at]rpi[dot]edu
💡 Hobbies: Human History, LeetCode, International Politics, Spy Novels, Classic International Movies, Poker
🖥️ Current (FUN) Projects:

  • ChanBot (Developing a Chatbot who responds like Chandler - a popular TV Character from FRIENDS) - Demo
  • Mama (GPT-4 powered Bengali Voicebot integrating real-time STT/TTS and bidirectional translation) - Mama
  • Trade-Mind (End-to-end MLOps pipeline for Bitcoin price prediction using Hopsworks (real-time feature engineering, model registry/serving), and GitHub Actions (CI/CD) for data update and model retraining) - Demo

🌐Socials

LinkedIn

💻Tech Stack

LLM Expertise: RAG, Fine-tuning (SFT/PEFT), Quantization, Prompt Engineering, Benchmarking, GraphRAG
ML/DL/Causal: PyTorch, DDP, TensorFlow, Scikit-learn, AutoML, OpenCV, EconML, DoWhy
MLOps Stack: MLflow, Docker, CI/CD, ChromaDB, Hopsworks, PySpark, AWS (SageMaker, Lambda, EC2)
LLM Frameworks: LangChain, LlamaIndex, Hugging Face, Axolotl, Unsloth, Autotrain, LangGraph, Opik, Comet
Languages & DB: Python, SQL, R, C++, Neo4j, Google Firestore, MySQL

Keras NumPy Pandas Plotly PyTorch scikit-learn SciPy TensorFlow Docker Notion Postman Canva MySQL SQLite MongoDB Anaconda FastAPI AWS Firebase C C++ Python R LaTeX Markdown Git StreamlitUnsloth

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  1. CTBench_LLM CTBench_LLM Public

    This repository contains the CT-Repo and CT-Pub datasets and demo codes to run the benchmark.

    Jupyter Notebook 1

  2. LLM_Projects LLM_Projects Public

    This repository contains several cool open-source limited-scope capstone projects I'm working on to grow my hands-on expertise on LLMs.

    Jupyter Notebook

  3. ML_DL_Projects ML_DL_Projects Public

    This repo contains 5 mini ML projects I did at RPI.

    Jupyter Notebook 1

  4. tech-it-easy tech-it-easy Public

    This repository contains my code files from exploring and learning new technologies.

    Jupyter Notebook

  5. CDPHP_Evaluation CDPHP_Evaluation Public

    This repository contains some of the open-source codes I wrote during my time as a Consultant at CDPHP Inc where I worked with ML Evaluation using AWS, TF, Pytorch.

    Jupyter Notebook