Machine Learning · Centrale Méditerranée
Deliverables and calendar Everything you hand in, milestone by milestone, and every date of the course. Tick as you go: the list stays in this browser, for your team, nothing is sent. The detail of each deliverable is in the deck indicated.
0 of 31 Untick everything
Milestone 1: a defensible baseline (UCI thread) Tag jalon-1 before Friday 20 November 2026 · Deck h1
Public team repository, README saying what, for whom, how to run docs/scope.md: decision, target, metric, guard-rails, data, plan Leakage map: SEX excluded, MARRIAGE audited, one signature per line Seeded frozen split (split.py) and datasheet (DATASHEET.md) Naive model then calibrated logistic regression, cost-justified threshold in config.yaml make reproduce runs on a clean machine; the report's figures come from metrics.json DECISIONS.md: five lines per decision, signed Git tag jalon-1 pushed before the deadline (server timestamp counts) Bonus: Titanic submission on Kaggle before 15 December (link in the README) Milestone 2: a documented champion model Video call before 18 December; tag jalon-2 before Friday 5 February 2027 · Deck h2
PREREG issue: the champion rule, filed before the results Four models: logistic, forest, boosting (gb_from_scratch.py + XGBoost), kernel model make compare: nested CV, corrected paired test, intervals; test set closed until the champion WORST20.md: the twenty worst test errors, read one by one MODEL_CARD.md v2: explainability (SHAP) and fairness audit without SEX, gap by marital status measured em_1d.py pre-registered as an issue, then delivered LIVRABLES_NOMINATIFS.md: who signs what, rotated roles Git tag jalon-2 pushed before the deadline Bonus: House Prices submission on Kaggle before 12 February Final project: your subject, with the same method Tag final before Thursday 11 March 2027; defence on Friday 12 March · Deck h3
Team subject within a voted category, scope document validated by e-mail Public repository, same template as the thread: README, docs/, data/README.md, src/, batch/, app/, tests/, requirements.txt, LICENSE Three models naive, better, heavy, compared on never-seen data, the gap explained One command that rebuilds everything (make reproduce) and a green CI on the tag FastAPI API (health, predict, version) and minimal web interface, link in the README Report (sections 1 to 10), one-page client memo in euros, model card, AI Act gap analysis Defence slides as PDF in slides/ (ten slides at most) 300-word reflection and one-page individual sheet per member, AI appendix Another team cloned the repository and followed the README without you Git tag final pushed before the deadline Defence day Friday 12 March 2027, 08:30 to 17:30 · Deck d9
The course calendar An iCalendar file with the sessions, the milestones, the video call and the defence, in Paris time. It imports into Google Calendar, Apple Calendar or Outlook.
Download the calendar (.ics) 14 and 15 October 2026 Block 1, sessions 1 to 4 (08:30 to 12:30, 13:30 to 18:30) 20 November 2026 Milestone 1, tag jalon-1 15 and 16 December 2026 Block 2, sessions 5 to 7 (Tuesday 14:00 to 18:00, Wednesday 08:30 to 12:30 and 14:00 to 18:00) before 18 December 2026 Video check-in, 15 minutes per team 5 February 2027 Milestone 2, tag jalon-2 12 February 2027 Session 8, six hours (09:00 to 16:00, to be confirmed) 11 March 2027 Final tag of the project 12 March 2027 Defences, 08:30 to 17:30
Questions: by e-mail to sforler@intervenants.centrale-med.fr or sitrakaforler.lu@gmail.com .