Developer Career Roadmap

Reinforcement Learning

Train autonomous agents to make sequences of optimal decisions in complex environments through reward functions, Markov Decision Processes, and RLHF.

Salary Benchmarks

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

Core Technical Skills & Frameworks

  • PyTorch
  • Gymnasium / Farama
  • PPO / SAC Algorithms
  • RLHF for LLMs