I will build reinforcement learning models with deep learning

Looking to build advanced Reinforcement Learning (RL) systems powered by Deep Learning?

Youre in the right place!

Im a Ayesha Owais, Machine Learning Engineer specializing in Deep Reinforcement Learning (DRL), Neural Networks, and Decision Trees building intelligent AI-driven algorithms that solve real-world, research, and industrial problems.

What I Offer:

• Custom RL algorithms like Q-learning, SARSA, DQN, PPO, TRPO, A3C, SAC, TD3
• Both model-based and model-free architectures
• Multi-agent, multi-objective, human-in-the-loop, and preference-based RL
• Custom reward functions, environment setup, and training optimization
• Hyperparameter tuning, performance monitoring, and fine-tuning
• Clean, optimized source code, documentation, and cloud deployment
• API integration for production-ready systems

Tech Stack: Python, TensorFlow, PyTorch, Keras, Stable Baselines3, OpenAI Gym, NumPy, Pandas, Matplotlib, MuJoCo, Unity, PyBullet

Expertise in Markov Decision Processes (MDP), simulation, and performance optimization

End-to-end reinforcement learning solutions from idea to deployment

Lets bring your AI project to life with real intelligent agents!