I will build rl and ml models for engineering problems


About this gig
I build reinforcement learning agents and machine learning models for engineering, simulation, and decision-making problems not generic chatbots or production ML infrastructure, but models grounded in real systems and data.
I'm an aerospace engineering graduate student with hands-on experience training RL agents (PPO, Stable-Baselines3) for physical control problems, and applying ML to simulation and engineering datasets. I work in Python (PyTorch, scikit-learn, Gymnasium/SB3, numpy, pandas).
What I can help with:
- Reinforcement learning agent design and training for control or decision-making problems
- Surrogate/regression models that approximate expensive simulations faster than running the full model
- Data analysis, feature engineering, and model evaluation for engineering or experimental datasets
- Clean, documented Python implementations you can actually read and extend afterward
What this isn't: chatbot development, computer vision, NLP, or large-scale production ML deployment/MLOps my focus is RL and simulation-data ML specifically, not general-purpose AI services.
Get to know Pranav
I will offer researching services on any Aerospace and Aircraft topic
- FromIndia
- Member sinceDec 2024
- Last delivery1 year
Languages
English
FAQ
Do you build chatbots, computer vision, or NLP systems?
No — my focus is reinforcement learning and ML applied to simulation/engineering data, not general-purpose AI services.
Do you handle production deployment or MLOps?
No — I focus on model design, training, and evaluation, not deployment infrastructure.
What do you need from me to start?
Your system or dataset, what output you need, and your deadline — see the requirements section on the order page.

