♻️ Waste Classification System

TensorFlow EfficientNet OpenCV

Challenge: Automated waste sorting for recycling facilities

  • 94% classification accuracy
  • 15% reduction in misclassification
  • Deployable on edge devices
Model Size: 45MB Inference Time: 120ms

📊 HR Analytics

Tableau Python SQL

Challenge: Identifying workforce engagement patterns

  • 15% pay gap identified
  • 22% turnover risk prediction
  • Real-time dashboard
500K+ records Real-time updates

🎓 Student Performance Predictor

Scikit-learn Pandas Flask

Challenge: Predicting academic outcomes from behavioral data

  • 0.89 F1 Score
  • Early intervention system
  • API integration
85% accuracy 500ms response

📈 Regression Analysis Toolkit

PyTorch Matplotlib Docker

Challenge: Automated model comparison and deployment

  • 0.88 R² score
  • 10+ algorithms
  • CI/CD pipeline
15 models AutoML