I will build a custom reinforcement learning or an ai system

Need a custom AI agent, reinforcement learning model, or intelligent simulation built from scratch?

I design and develop custom Reinforcement Learning (RL) and Multi-Agent systems using Python and PyTorch from environment design to trained, evaluated agents with live monitoring dashboards.

Recent project: Built a Multi-Agent RL system solving the classic "Beer Game" supply chain problem 4 cooperating agents (Retailer, Wholesaler, Distributor, Manufacturer) trained with Recurrent PPO to reduce the bullwhip effect, complete with a live Flask-powered dashboard for training, simulation, and evaluation.

What I can build for you:

Custom RL environments (Gym-style)

Agent training (PPO, DQN, and other algorithms)

Multi-agent coordination systems

Live dashboards to visualize training & results

Model evaluation vs. baseline strategies

Why work with me:

I build systems that are functional, not just theoretical trained models, working simulations, and dashboards you can actually interact with, not just a Jupyter notebook.

Message me first with your problem/use case RL projects vary a lot in scope, and I'll help figure out the right approach and realistic timeline before you order.