README.md

metadata

title: HighAccuracyMLPrep
author: Rounak
emoji: 🚀
colorFrom: blue
colorTo: purple
sdk: gradio
sdk_version: 4.44.1
app_file: app.py
pinned: false

HighAccuracyMLPrep

Production-grade Python library designed to bridge the gap between messy, raw, real-world data and high-accuracy machine learning models.

Core Features

• Structural Type Detection
• Leakage-Free Imputation
• Advanced Feature Engineering
• Signal Pruning via LightGBM
• Dynamic Hyperparameter Profiling

Demo

Upload a raw CSV file, select the target column, and the app will clean the data, build engineered features, train a model, and show validation metrics.