⚡ HR TalentScope — ML Analytics Platform

An end-to-end Machine Learning platform for HR job-change prediction. Train 5 models, explore data visually, and generate competition submissions.

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🚀 Quick Start

pip install -r requirements.txt
python app.py

Open in browser: http://localhost:5050

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📁 Project Structure

hr_analytics/
├── app.py
├── requirements.txt
├── aug_train.csv
├── aug_test.csv
├── pipeline/
│   ├── data_loader.py
│   ├── eda.py
│   ├── preprocessor.py
│   ├── trainer.py
│   └── predictor.py
├── templates/
│   └── index.html
├── uploads/
└── outputs/

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🎯 Pipeline

1. Data Loading
2. EDA
3. Preprocessing
4. Model Training
5. Prediction

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🤖 Models

• Logistic Regression
• Decision Tree
• Random Forest
• SVM
• KNN

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📊 Key Features

• Class imbalance handling
• Feature engineering
• Cross-validation
• Threshold tuning
• Interactive dashboard

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📤 Output

CSV file with predicted probability of job change.

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👩‍💻 Author

Pari Jindal