I will build ml models and reinforcement learning agents

I build machine-learning systems for prediction, classification, optimization and sequential decisions.

The work starts with the decision your model must improve and the metric that will judge it. I check the data, build a baseline, compare suitable methods and show where the result fails. You get code that runs outside a notebook, plus clear setup and evaluation notes.

Typical projects include:

- classification, anomaly detection and risk scoring

- demand, delay and energy prediction

- scheduling, routing and resource optimization

- reinforcement-learning environments and agents

- NLP or AI features connected to an existing app

My project work spans transport, logistics, energy and operational planning. Public client reviews on this gig mention on-time delivery, fast replies, clean code, API integration and a working AI app built with open-source tools.

Send the problem, a data sample and the result you need. If a rule-based method would solve it faster than ML, I will say so before you order.