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My Portfolio

Welcome to my GitHub portfolio! This repository serves as a showcase of my skills, projects, and experiences. Feel free to explore and learn more about my work.

Table of Contents

About Me

I am Rohan Kumar Singh, a passionate developer with a strong background in Machine Learning and NLP. My journey has allowed me to work on diverse projects and gain expertise in Natural Language Processing. I am enthusiastic about Large Language Models and Reinforcement Learning.

Projects

Here are some highlighted projects in this repository:

  1. Sarcastic Chatbot:

    • Fine-tuned version of Text-to-Text Transfer Transformer (T5) for conversational purposes
    • Chatbot is incorporated with MongoDB for saving and downloading chats with faster query
    • Python, Deep Learning, PyTorch Lightning, MongoDB, Hugging Face, Git LFS, Streamlit, Gradio
  2. Hinglish Transformer:

    • Neural Machine Translation model using Seq2Seq with Attention mechanism comprising of GRU RNN cell
    • Served using FastAPI and achieved BLEU score of 40 by training on 200K samples (Hinglish to English)
    • Python, Deep Learning, Tensorflow, FastAPI, Docker, Metaphone, Hugging Face, Git LFS, Streamlit
  3. Bangalore Home Price Predictor:

    • Implemented Linear Regression model using dockers and automated workflow with Github Actions
    • Used Flask Server as backend and HTML, CSS for frontend
    • Python, Machine Learning, Flask, Docker, Github Actions, EDA, Feature Engineering, Git, HTML, CSS

Feel free to explore the projects directory for a comprehensive list.

Skills

I specialize in:

  • C/C++
  • Python
  • Machine Learning
  • NLP

I am proficient in C/C++, Python, Flask, FastApi, MySQL, MongoDB, Git and Docker. Always eager to learn and adapt to new technologies.

Contact

You can reach out to me via email or connect with me on LinkedIn. I am open to collaboration, discussions, and feedback.

Thank you for visiting my portfolio! 🚀