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Donysus/README.md

Hi there, I'm Raghav Jha

LinkedIn GitHub


About Me

I'm passionate about building mathematical models, algorithmic trading systems, and AI-driven financial strategies.
My work lies at the intersection of quantitative finance, machine learning, and predictive modeling, especially in financial markets.

Currently pursuing a B.Tech in Mechanical Engineering (Automotive Specialization) at Delhi Technological University (DTU) with a Minor in Mathematics & Computing.


What I Do

Financial Modeling & Trading

  • Develop time-series models (LSTM, ARIMA, Transformers) for stock and crypto forecasting
  • Build algorithmic trading simulations using model-generated buy/sell signals
  • Perform market data analysis, factor research, and risk evaluation

Machine Learning & AI

  • Experiment with ML techniques for financial predictions and portfolio insights
  • Design predictive analytics systems with performance optimization
  • Previously worked as a Data Scientist at Cap XT Ventures on renewable energy market analysis

Highlighted Projects

Crypto Forecasting LSTM
Engineered dynamic windows & predictive trading logic for simulated returns with MinMax scaling

Stock Price Prediction
Built deep learning models with MSE optimization and performance validation using TensorFlow/Keras

Customer Churn ML
Designed predictive analytics & evaluated classifier performance using ROC-AUC and precision-recall metrics


Tech Stack

Contribution Graph



Contribution Graph


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  1. -Advanced-Churn-Prediction-Model-Deep-Learning-Active-Learning- -Advanced-Churn-Prediction-Model-Deep-Learning-Active-Learning- Public

    This project implements an advanced customer churn prediction model using deep learning, hyperparameter tuning, active learning, and concept drift detection. It incorporates Ray Tune for hyperparam…

    Python

  2. Advance_Portfolio_Optimisation Advance_Portfolio_Optimisation Public

    This project demonstrates an advanced portfolio optimization framework that combines the Black–Litterman model with Hierarchical Risk Parity (HRP) for constructing risk-balanced portfolios.

    Python

  3. Crypto-Price-Prediction Crypto-Price-Prediction Public

    An AI-powered cryptocurrency price prediction system using LSTMs and real-time Alpha Vantage data.

    Python

  4. real-time-stock-analysis real-time-stock-analysis Public

    An AI-powered real-time stock analysis system with periodic model retraining, using Yahoo Finance and machine learning

    Python