Your data already knows what happens next. Most businesses just aren't listening to it.
THE PROBLEM
Every day without a predictive model, decisions get made on gut feeling instead of evidence — which customers will churn, how much inventory to order, which transactions are actually fraud. By the time the pattern is obvious to a human, it's already cost you money.
THE COST OF WAITING
Generic dashboards show you what already happened. They don't tell you what's about to happen next — and that gap is exactly where competitors who use predictive models start pulling ahead.
THE SOLUTION
I build custom machine learning models trained specifically on your data, designed around one clear business question — not a generic algorithm demo pulled from a tutorial. Customer churn, demand forecasting, fraud detection, risk scoring — whatever the decision is, the model is built to actually inform it.
WHAT YOU GET
- A custom ML model trained on your data — not a one-size-fits-all template
- Clear evaluation of model accuracy, explained in plain terms, not just technical metrics
- Clean integration into your existing systems, dashboard, or workflow
- Full documentation, so your team understands and can maintain the model
- Honest guidance on what your data can and can't reliably predict — no overpromising results the data doesn't support
THE DIFFERENTIATOR
Most ML work stops at a notebook with an accuracy score in it. Mine doesn't. As a full-stack engineer as well, I build the model AND the system around it — the pipeline that gets your data in, and the interface that puts the prediction to actual use. One engineer, one working system — not a research artifact you have to hire someone else to deploy.
WHY WORK WITH ME
Every engagement starts with a focused conversation on your data and the business decision it needs to inform, before any model gets built. No assumptions, no wasted effort chasing accuracy that doesn't matter for your use case.
LET'S START
Send me a description of the business problem and the data you have. You'll get a direct, honest read on what's realistically achievable — not a sales pitch.