Developer Career Roadmap

Machine Learning (ML)

Build algorithms that automatically learn and improve from experience without being explicitly programmed. Core to modern recommendation engines and predictions.

Salary Benchmarks

  • Local Market (Pakistan): PKR 150k - 500k/mo
  • Global Market (USD/Remote): $60k - $180k/yr

Core Technical Skills & Frameworks

  • Python
  • Scikit-Learn
  • Feature Engineering
  • XGBoost
  • Model Evaluation