Rather than rewarding attendance, the Machine Learning Certification on Redrob Skills is only issued once you prove you can build and evaluate a real working ML model. It’s built on Redrob Skills’ real-task testing model: AI-graded, fairness-checked, and worth something to whoever reads it.

Sample tasks candidates complete for this certification look like: - Build and evaluate a classification model on a dataset. - Diagnose and fix an overfitting issue in a model. - Select an appropriate metric for an imbalanced dataset.

Every credential is issued, making it tamper-proof and instantly verifiable — no calling an institution to confirm it’s real. You’re told upfront that your test is monitored, your AI score gets a human check on request, and a fairness summary comes with every result.

Once earned, the Machine Learning Certification adds directly to your Redrob Skills profile and your portable Skill Score, carried across every job application rather than locked into one company’s system. For data roles especially, employers increasingly trust proof of ability over resume claims — this certification is exactly that proof.