

Practical machine learning, forecasting and AI evaluation
I help product teams decide whether a model is useful for their actual workflow. That might mean an evaluation set for a support assistant or a forecast with honest error bounds. You receive reproducible notebooks, documented assumptions and a results walkthrough, including the cases where the approach does not work well.



This was our first time outsourcing this work. The error analysis and the patient explanations made it easy.
Service: I will evaluate your AI assistant against real support questions
The validation report matched our references closely, and the final files were organised well.
Service: I will build a sales forecasting model from your historical data
Good data cleaning. A couple of details needed revising, and the seller handled that feedback well.
Service: I will build a sales forecasting model from your historical data
Seller's reply
Appreciate it. Happy to help with the next stage whenever you're ready.
This was our first time outsourcing this work. The error analysis and the patient explanations made it easy.
Service: I will evaluate your AI assistant against real support questions
This was our first time outsourcing this work. The data cleaning and the patient explanations made it easy.
Service: I will build a sales forecasting model from your historical data
Really pleased with the evaluation dataset. We could put the delivery to use without another meeting.
Service: I will evaluate your AI assistant against real support questions