Experience with:
• Python (pandas, numpy, scikit-learn, matplotlib)
• Validation techniques, overfitting, ML metrics
• XGBoost, LightGBM, linear models, clustering, feature engineering
• Docker and Kubernetes; hands-on experience deploying to production
Optional (but preferred):
• Background in math
• Knowledge and experience with CI/CD
• Prior backend experience