Learnerbegginer/Auto-ML-Preprocessing

PromptPrepML

AI-Powered Machine Learning Data Preprocessing Assistant

Upload your dataset and describe your preprocessing needs in natural language. Our intelligent system will automatically:

• —Detect and remove identifier columns
• —Extract date features
• —Handle categorical encoding
• —Scale numeric features
• —Generate ML-ready datasets
• —Create reusable pipelines

🚀 Features

• —🧠 Intelligent Preprocessing: Smart column detection and processing
• —📊 Automated EDA: Comprehensive data analysis reports
• —🔧 Smart Feature Engineering: Advanced feature extraction
• —⚙️ Reusable Pipelines: Scikit-learn pipelines for production
• —📂 Clean Outputs: ML-ready train/test datasets

📋 Usage

1. 1.Upload your CSV dataset
2. 2.Describe your preprocessing needs in natural language
3. 3.Click "Process Dataset"
4. 4.Download your ML-ready results

🛠️ Tech Stack

• —Backend: Python, FastAPI, scikit-learn
• —Frontend: Streamlit
• —EDA: ydata-profiling
• —ML: pandas, numpy