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06Portfolio · ML & predictive systems

Predictions that ship into the product

Forecasting, optimisation, risk and recommendation models that made it past the notebook — into betting platforms, supply chains and financial tooling. Real contracts, figures as recorded on Upwork.

  • 600+hours on ML contracts
  • $15K+billed across ML work
  • 8+models in production use

01Delivered work

Projects on the record

Client names withheld under contract — every figure is as recorded on the Upwork profile.

Sports analytics

Prediction model for a sports betting platform

A 309-hour data-science engagement run as an embedded team member: feature pipelines, model iteration and integration into the platform's decision flow.

  • 309hours
  • $6.6Kbilled
  • 4.9★rating
“Very knowledgeable regarding data science and a great partner to have on the team. I'd highly recommend him.”
  • Feature pipelines
  • Model iteration
  • Python
Supply chain

Demand prediction & logistics optimisation

An AI model for supply-chain optimisation — demand prediction, inventory management and logistics improvements, delivered as a fixed-scope build.

  • $700fixed build
  • 5.0★rating
“Well-designed model — a great job with demand prediction, inventory management, and improving logistics.”
  • Forecasting
  • Optimisation
  • Inventory
Financial services

Automated financial risk analysis

An AI automation system for financial risk analysis — scoring and reporting wired into the client's workflow.

  • $180fixed build
  • 5.0★rating
  • Risk scoring
  • Automation
Streaming media

Recommendation engine for a streaming platform

User-behaviour analysis and an AI recommendation engine integrated into the platform experience.

  • $120fixed build
  • 5.0★rating
“Analyzed user behavior well and integrated AI smoothly into the platform.”
  • Recommenders
  • Behaviour analysis

02Systems of this class

Recognise the shape

Well-known products of the same class — unaffiliated reference points, so a first conversation starts from a shape you already know.

Need ML & predictive systems work like this?

Send the problem and where it's stuck. I'll tell you honestly whether I'm the right person and what it would take — usually within one business day.