AI & MLCompleteYear: 2025

Stock Predictor AI

Bidirectional LSTM Deep Learning Financial Forecaster

Stock Predictor AI Interface Preview

Technical Blueprint

ArchitectureAI & ML
Release Year2025
Deployment StatusComplete
Core Technologies4 Libraries / Tools

Technologies Deployed

PyTorchLSTMTime-SeriesFinanceyfinancePandas

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

Related Engineering Projects