You will get Reinforcement Learning Environment and model training
Project details
Hello!
I'm a Deep Reinforcement Learning (DRL) specialist with experience in both academic research and real-world projects, from railway capacity planning to complex simulation-based optimization. I design and train RL agents for single-agent, multi-agent, and preference-based problems, including human-in-the-loop learning and multi-objective optimization.
Expertise:
Model-based & model-free RL (Q-learning, PPO, SAC, TD3, etc.)
Multi-agent RL (MAPPO, QMIX, VDN, Independent PPO/DQN)
Preference-based RL with synthetic or human feedback
Custom environments (SUMO, MuJoCo, PyBullet, Unity, OpenAI Gym)
Tech stack: Python, PyTorch, TensorFlow, Keras, NumPy, Pandas, Matplotlib.
Lets discuss how RL can solve your problem
Umar
I'm a Deep Reinforcement Learning (DRL) specialist with experience in both academic research and real-world projects, from railway capacity planning to complex simulation-based optimization. I design and train RL agents for single-agent, multi-agent, and preference-based problems, including human-in-the-loop learning and multi-objective optimization.
Expertise:
Model-based & model-free RL (Q-learning, PPO, SAC, TD3, etc.)
Multi-agent RL (MAPPO, QMIX, VDN, Independent PPO/DQN)
Preference-based RL with synthetic or human feedback
Custom environments (SUMO, MuJoCo, PyBullet, Unity, OpenAI Gym)
Tech stack: Python, PyTorch, TensorFlow, Keras, NumPy, Pandas, Matplotlib.
Lets discuss how RL can solve your problem
Umar
Machine Learning Tools
pandas, Python Scikit-Learn, TensorFlowWhat's included $150
These options are included with the project scope.
$150
- Delivery Time 3 days
- Number of Revisions 3
- Number of Model Variations 2
- Number of Scenarios 2
- Number of Graphs/Charts 5
- Model Validation/Testing
- Model Documentation
- Data Source Connectivity
- Source Code
About Umar
ML & AI Specialist | Reinforcement Learning, Modeling & Simulation
Stockholm, Sweden - 7:58 am local time
I am an AI and data science professional with expertise in machine learning, deep learning, and reinforcement learning. Holding a double master’s degree from Aalto University, Finland and KTH Royal Institute of Technology, Sweden.
I design and deploy algorithms that solve complex decision-making and optimization problems under real-world constraints.
With several years of research experience, I’m skilled at translating advanced mathematical and AI concepts into clear, practical solutions.
Steps for completing your project
After purchasing the project, send requirements so Umar can start the project.
Delivery time starts when Umar receives requirements from you.
Umar works on your project following the steps below.
Revisions may occur after the delivery date.
First version
RL environment bug free