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Manimaran-tech/README.md

πŸ‘‹ Hey there! I'm Manimaran K

🎯 Aspiring Machine Learning & Quantum Computing Enthusiast
πŸ’» B.Tech – Computer Science and Business Systems (CSBS) student
πŸ“ Passionate about solving problems, building intelligent systems, and exploring the quantum world of computation.


πŸš€ About Me

  • πŸ”₯ I love coding, learning new technologies, and improving every day through daily commits and LeetCode challenges
  • πŸ’‘ Currently mastering AI, Machine Learning, and Quantum Computing step by step
  • 🧠 I believe in consistency β€” coding daily, learning constantly, and contributing to open source
  • 🌱 Exploring data science, neural networks, blockchain systems, and quantum algorithms

πŸ§ͺ Featured Projects

πŸ”— YieldSense β€” Solana-Based CLMM Infrastructure

πŸ“Œ Blockchain Β· DeFi Β· Systems Engineering
πŸ”— https://github.com/Manimaran-tech/stable_yeildsense

  • Built a Solana-based Concentrated Liquidity Market Maker (CLMM) system
  • Implemented liquidity position logic, pool management, and fee calculations
  • Focused on on-chain efficiency, security considerations, and scalable design
  • Explored AMM math, PDA-based vault structures, and Solana program architecture

Tech: Solana, Rust, DeFi primitives, CLMM design


πŸ›°οΈ Satellite Orbital Reentry Prediction using PINNs

πŸ“Œ Machine Learning Β· Physics-Informed AI
πŸ”— https://github.com/Manimaran-tech/pinn-orbital-reentry-prediction

  • Developed a Physics-Informed Neural Network (PINN) to model satellite orbital decay and reentry
  • Embedded physical laws directly into the loss function for better generalization
  • Bridges AI + aerospace systems for real-world space applications

Tech: Python, Pytorch, PINNs, Orbital Mechanics


πŸ“ˆ Stock Market Analysis using LSTM (NVDA Case Study)

πŸ“Œ Deep Learning Β· Time Series Forecasting
πŸ”— https://github.com/Manimaran-tech/Stock_Analysis_NVDA

  • Built an LSTM-based deep learning model for stock price trend analysis
  • Performed data preprocessing, sequence modeling, and evaluation
  • Focused on temporal dependencies in financial data

Tech: Python, TensorFlow/Keras, LSTM, Pandas, NumPy


πŸ“Š Machine Learning Projects using XGBoost

πŸ“Œ Supervised Learning Β· Practical ML Pipelines
πŸ”— https://github.com/Manimaran-tech?tab=repositories

  • Implemented multiple ML pipelines using XGBoost
  • Worked on feature engineering, hyperparameter tuning, and model evaluation
  • Emphasis on real-world ML workflows over toy problems

Tech: Python, XGBoost, Scikit-learn, Pandas


🧠 Tech Stack

🐍 Languages

Python C Java JavaScript HTML5 CSS3

βš™οΈ Tools & Platforms

Git GitHub VS Code Google Cloud Jupyter

🧠 Frameworks & Libraries

TensorFlow PyTorch Scikit-Learn NumPy Pandas Matplotlib Qiskit


🎯 Learning Goals (2025–2026)

  • Build a production-grade ML-powered Quantum Computing project
  • Preparing for MLH Fellowship (2026)
  • Contribute to Google Summer of Code (GSoC)
  • Publish a research paper in AI + Quantum Computing
  • Deepen expertise in Solana infrastructure and distributed systems

πŸ“¬ Connect with Me


Pinned Loading

  1. My-Progress My-Progress Public

    A collection of LeetCode questions i have solved

    Python

  2. eSim eSim Public

    Forked from FOSSEE/eSim

    This repository contain source code for new flow of FreeEDA now know as eSim

    Python 1

  3. Asian_Cup_2025_Predictions Asian_Cup_2025_Predictions Public

    Jupyter Notebook

  4. pinn-orbital-reentry-prediction pinn-orbital-reentry-prediction Public

    Python