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Surya97141/README.md

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Portfolio LinkedIn Gmail GitHub Profile Views


About

CS undergrad at AKTU specialising in Data Science, building at the intersection of software engineering, machine learning, and autonomous AI systems.

Currently focused on two things: MAIRA — an agent that audits ML research codebases for reproducibility gaps — and a Deep RL simulation environment for multi-agent aerial combat.

  • 🔭  Working on — MAIRA and DRL Aerial Combat Sim
  • 🌱  Learning — LLM fine-tuning, agentic frameworks, production ML deployment
  • 💬  Ask me about — Python, scikit-learn, Deep RL, NLP pipelines
  • 📫  Reach me — pratap742006@gmail.com
  • ⚡  Open to — SWE · ML Engineering · AI Agent internships

Projects

Project Description Stack Status
MAIRA AI agent that audits ML codebases — surfaces missing ablations, baseline gaps, unreported hyperparameters Python · NLP · Static Analysis · OOP Active
DRL Aerial Combat Custom OpenAI Gym multi-agent RL environment for autonomous aerial combat from scratch Python · OpenAI Gym · PPO · Deep RL Active
SentinelAI Real-time fake news detection — TF-IDF + cosine similarity + HuggingFace zero-shot classification Python · HuggingFace · Streamlit · REST API Shipped
Mental Health Predictor End-to-end supervised ML pipeline with SMOTE, benchmarked across LR / RF / GBM Python · scikit-learn · Pandas · NumPy Shipped
Flood Prediction Disaster risk prediction with ETL pipeline + geospatial Streamlit dashboard — Smart India Hackathon Python · scikit-learn · Streamlit · ETL Shipped

Tech Stack

Languages

Python C++ Java

ML / AI

PyTorch TensorFlow scikit-learn HuggingFace NumPy Pandas

Tools & Deployment

FastAPI Streamlit Git Linux Jupyter VS Code


GitHub Stats


Achievements


Timeline

2025  ⚡  MAIRA — ML Research Automation Agent                [IN PROGRESS]
2025  ⚡  DRL Aerial Combat Simulation — Multi-Agent PPO      [IN PROGRESS]
2025  ✓   Galgotias Creator Hackathon — SentinelAI            [SHIPPED]
2024  ✓   Smart India Hackathon (SIH) — Flood Prediction      [SHIPPED]
2024  ✓   Kaggle — Intro to Machine Learning                  [CERTIFIED]
2024  ✓   IIT Hyderabad — Neural Intelligence & CNNs          [CERTIFIED]
2024  ✓   Enrolled — B.Tech CSE Data Science @ AKTU           [STARTED]

Contribution Snake

contribution snake

build things that work. then make them work better.  ·  portfolio  ·  linkedin  ·  email

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  1. Flood_Mapping Flood_Mapping Public

    A prototype for finding safe route from an image containing a flooded area

    Python

  2. gbmMAIRA gbmMAIRA Public

    ML Agentic Intelligence for Research Automation

    Python

  3. Mental_health_Prediction Mental_health_Prediction Public

    Jupyter Notebook

  4. Multi_City_Flood_Safe_Route_Predictor Multi_City_Flood_Safe_Route_Predictor Public

    A disaster-aware navigation tool that predicts safe routes across multiple cities by leveraging real-time flood, cyclone, earthquake, and landslide data. It dynamically reroutes users to avoid haza…

    Jupyter Notebook

  5. semBART semBART Public

    Jupyter Notebook

  6. Tooniser_012 Tooniser_012 Public

    Image processing-Cartooniser(using Opencv)

    Python