Pay per workshop
No big upfront commitment — pay only for the next session as you go.
Project-based
Every module builds toward one real, working ML project.
Built for beginners
No prior ML background assumed — just curiosity and basic coding.
The Cohort 1 Curriculum
A 10-week path from your first line of Python to a finished machine learning project — ending with a publication in hand. Below is the full week-by-week structure.
| Week | Topic | Details |
|---|---|---|
| 01 | Python & data basics | 🔒 Unlocks on booking |
| 02 | NumPy, Pandas & data wrangling | 🔒 Unlocks on booking |
| 03 | Intro to machine learning & first models | 🔒 Unlocks on booking |
| 04 | Linear models & gradient descent | 🔒 Unlocks on booking |
| 05 | Midpoint — project topic selection | 🔒 Unlocks on booking |
| 06 | Neural networks from scratch | 🔒 Unlocks on booking |
| 07 | Optimization & avoiding overfitting | 🔒 Unlocks on booking |
| 08 | Building your project — part 1 | 🔒 Unlocks on booking |
| 09 | Building your project — part 2 | 🔒 Unlocks on booking |
| 10 | Capstone presentation & publication write-up | 🔒 Unlocks on booking |
How booking works
Each workshop is booked and paid for individually — one session at a time. Full lesson details, materials, and joining instructions for a given week unlock once that week is booked. This keeps your commitment small and flexible: come as far as you'd like, one workshop at a time.