LightGBM predictions with SHAP explainability, multi-source sentiment analysis, and Gemini AI explanations — updated daily via automated CI/CD pipeline.
Educational project — not financial advice. Predictions are probabilistic and may be wrong.
From data ingestion to AI-powered explanations — every component built from scratch.
Walk-forward validated ensemble model predicting next-day, 7-day, and 30-day stock prices for S&P 100 companies.
Every prediction comes with a plain-English AI explanation powered by SHAP feature importance and Google Gemini.
Live prices, Fear & Greed Index, market heatmaps, and economic calendars via TradingView and Finnhub.
Aggregated sentiment from Reddit, SEC filings, FinViz, Marketaux, RSS feeds, and SeekingAlpha using FinBERT & VADER.
Interactive TradingView charts with RSI, MACD, Bollinger Bands, SMA, and custom technical indicators.
Automated model health checks with PSI, directional accuracy, and Brier score tracking via daily CI/CD pipeline.
GitHub Actions runs the full ML pipeline every trading day — no manual intervention.
10+ sources: Finnhub, FRED, FMP, SEC, Reddit, RSS, FinViz
40+ features: technicals, sentiment, macro, insider trades
LightGBM walk-forward model with SHAP explainability
Gemini generates plain-English analysis from all data
Drift detection, accuracy tracking, model health checks
Modern tools across the full stack — frontend, backend, ML, and infrastructure.
Explore real ML predictions, AI explanations, and live market data for 100 S&P stocks.
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