Stock Predictor AI
Bidirectional LSTM Deep Learning Financial Forecaster
Technical Blueprint
ArchitectureAI & ML
Release Year2025
Deployment StatusComplete
Core Technologies4 Libraries / Tools
Technologies Deployed
Project Architecture & Overview
Financial time-series forecasting engine. Ingests Yahoo Finance historical OHLCV data, calculates technical indicators (Relative Strength Index, MACD, Normalized Average True Range), and trains a Bidirectional LSTM neural network to predict price trajectory and volatility windows.
Key Engineering Milestones
- ✦Bidirectional LSTM architecture capturing forward and backward temporal dependencies
- ✦Automated feature engineering pipeline incorporating RSI, MACD, and NATR
- ✦Walk-forward cross-validation mitigating data leakage and over-fitting
- ✦Interactive Plotly charts showing historical prices, prediction cones, and RMSE