Machine Learning Engineer job simulation, Premium
The whole project, days 1 to 20, at Tarn Valley Data Science Ltd (simulated company). A capstone reviewed by an engineer, an AI viva and the graded certificate, included.

Everything in Free, plus
The same project, taken all the way
- Days 6 to 20The project goes on: a change request, site work, faults and a handover, ticket by ticket.
- A capstone reviewed by an engineerYou hand in a finished deliverable and an engineer reviews it.
- An AI viva on your own workQuestions written from your own hand-ins, answered in text and scored.
- The graded certificateA score and band, a verification page and a QR code. It is included, so you pay for it once.
- A work record PDFYour skill scores and logged hours in one document, with the simulated company named.
- Priority helpQuestions from Premium learners are answered first by our team.
The plan
Days 6 to 20, ticket by ticket
Day 6
about 1 h 40 min- Choose the threshold with the cost matrix and the call capacityTable · 1 h 40 min
Day 7
about 1 h 30 min- Review the draft model card v1.2Document review · 1 h 30 min
Day 8
about 1 h 50 min- Impact note for change request CR-02Writing · 1 h 50 min
Day 9
about 1 h 20 min- Lab: overfitting, tune the tree3D lab · 1 h 20 min
Day 10
about 1 h 10 min- Experiment log: gaps and candidatesTable · 1 h 10 min
Day 11
about 1 h 10 min- Measure the door system change in the training fileCalculation · 1 h 10 min
Day 12
about 1 h 30 min- Drift after release: list size, recall, precisionCalculation · 1 h 30 min
Day 13
about 1 h 20 min- Lab: fairness check3D lab · 1 h 20 min
Day 14
about 1 h 20 min- Results by age band on our own modelCalculation · 1 h 20 min
Day 15
about 40 min- "Leave the age slice out of the board report"Decision · 40 min
Day 16
about 2 h- Risk note: Map, Measure, Manage, GovernWriting · 1 h 20 min
- A member asks us to delete her dataDecision · 40 min
Day 17
about 1 h 30 min- Review pull request 31: the v1.2 training pipelineDocument review · 1 h 30 min
Day 18
about 4 h- Capstone: the release pack for the member cancellation modelHand-in · 4 h
Day 19
about 1 h 10 min- Handover note to the platform teamWriting · 1 h 10 min
Day 20
about 50 min- A conversation about your own workViva · 50 min
Real documents
The documents that arrive in Premium
- MLE-MCD-001Model card v1.2: member cancellation model (EXP-017)
- MLE-CHG-002Change request CR-02: predict cancellation within 60 days and add the Family plan
- MLE-FRM-001Problem framing: member cancellation within 60 days (model v2)
- MLE-PCN-014Platform change notice PCN-14: door system upgrade
- MLE-MON-001Monitoring plan and weekly monitoring file
- MLE-PRQ-031Pull request 31: training pipeline for model v1.2
- MLE-HOV-001Release and handover pack requirements
- MLE-EXP-001Experiment log, with the tree-depth runs
Free, certificate or Premium
Compare the three
| What you get | Free | Certificate (optional) | Premium |
|---|---|---|---|
| Length | Days 1 to 5, self-paced | For the free days | Days 1 to 20 |
| What you get |
|
|
|
| Price | Free | ₹499 | ₹1,499 |
No pressure
Start free and upgrade any time
Your free days carry over. Start free today and upgrade when you are ready. What you paid for the certificate is credited against Premium for the same simulation.
Questions
Quick answers
What does the Premium Machine Learning Engineer job simulation add?
Days 6 to 20: change requests, site work, faults and a handover, then a capstone deliverable reviewed by an engineer and an AI viva on your own work. The graded certificate and a work record PDF are included.
Is the certificate included?
Yes. Premium includes the graded certificate. If you bought the certificate for this simulation first, what you paid is credited when you upgrade, so you do not pay twice.
Can I start free and upgrade later?
Yes. Days 1 to 5 are free, and your answers carry over if you upgrade. Premium days follow on from the free days.
How long does it take?
It is self-paced. A day opens when you hand in the previous day's tickets. All the tickets together are about 33 h 30 min, and your logged hours are the active hours you spend on EDWartens.
Who reviews the capstone?
An engineer reviews your capstone deliverable. The company, client and site in the story are fictional, and the people in the story are roles, not real people.
Does Premium show on my profile as work experience?
It shows on your EDWartens profile under Work experience, marked as a job simulation, with the simulated company named. A job simulation is a realistic training project at a simulated company. It is not employment, an internship or a work placement. Hours are active hours the learner logged on EDWartens.
Machine Learning Engineer job simulation, Premium
The certificate is included. Practice, not employment.