Crypto Trading Bot for Automated Market Execution(ongoing):
- Automates trade executions for buying and selling cryptocurrencies, reducing manual intervention and ensuring timely order placement.
- Implementes WebSocket connections for streaming live market data and ensuring up-to-date information for timely trading decisions.
Stock Prediction and Analysis using Machine Learning:
- Employed LSTM networks to capture temporal dependencies, resulting in approximately less than 20% error.
- Engineered relevant features, performed data cleaning, and applied normalization techniques to prepare the data for modeling.
Building the Lowest-Risk Stock Portfolio from a List of Stocks:
- Implemented statistical techniques including standard deviation, correlation analysis, and covariance to mitigate portfolio risk.
- Utilized diverse weight combinations to construct an optimal portfolio aimed at minimizing overall risk exposure.