Automated PredictiveModeling Pipeline
An platform for building, training, and deploying machine learning models. Upload your data, train models, monitor performance, and generate predictions with automated preprocessing and feature engineering.
Advanced Model Explainability
Understand your model predictions with SHAP and LIME explanations. See exactly which features drive your predictions and why.
SHAP Waterfall Explanation
SHAP waterfall visualization showing how each feature contributes to the final prediction
Feature Importance Analysis
Global feature importance showing which features have the most impact on model predictions
System Architecture
Built with modern, scalable technologies. Our architecture ensures high performance, reliability, and seamless integration.
Scalable Backend
FastAPI-powered REST API with async operations, Redis caching, and cloud storage integration for optimal performance.
Modern Frontend
Next.js 14 with React 18, TypeScript, and Tailwind CSS for a responsive, interactive user experience.
Data Pipeline
Prefect orchestration with PostgreSQL + TimescaleDB for efficient time-series data management and ETL workflows.