Sixty lessons on judgment, not trivia.
- 33 minutes on weekdays, 90 minutes on Saturday and Sunday, for twelve weeks.
- Statistics, classical ML, forecasting, deep learning, LLMs and production systems.
- Every lesson ends with a decision you have to defend.
- 60core lessons
- 30studios (weekend + bonus)
- 1,000insights
- 100decision scenarios
- 150interview questions
- 20executed reference projects
One lesson, four blocks
- Recall
5 min - Concept
10 min · pictures first - Application
10 min · a decision - Assessment
8 min · 5 questions
The twelve weeks
W1Senior judgment and statistical foundations W3Classical ML and validation W5Time series and backtesting W6Forecasting decisions and Part I assessment W9NLP and LLM foundations - lesson
- completed
- next
- checkpoint
- project / case
- weekend studio
Progress storage is not configured on this deployment, so lessons are read-only here.