AI Data Analyzer
A machine-learning studio that predicts trends from large datasets, with a custom dark glassmorphism UI. Built with React + Vite (frontend) and FastAPI (Python ML backend).

Features
Data Source — upload CSV/Excel or use a built-in synthetic dataset.
Overview — automatic column profiling, type detection, stats & preview.
Trend Forecast — linear trend + FFT-detected seasonality, with a 95% confidence band.
Clustering — K-Means segmentation with PCA projection and silhouette score.
Classification — RandomForest with accuracy / precision / recall / F1, confusion matrix and feature importances.
Insights — correlation heatmap, strongest pairs, key drivers and z-score anomaly detection.
All processing happens locally — no data leaves your machine.
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