\( \newcommand{\vect}[1]{\mathbf{#1}} \newcommand{\mat}[1]{\mathbf{#1}} \newcommand{\R}{\mathbb{R}} \newcommand{\E}{\mathbb{E}} \newcommand{\Prob}{\mathbb{P}} \newcommand{\T}{^{\top}} \newcommand{\norm}[1]{\lVert #1 \rVert} \newcommand{\abs}[1]{\lvert #1 \rvert} \newcommand{\ihat}{\mkern1mu\hat{\boldsymbol{\imath}}\mkern2mu} \newcommand{\jhat}{\mkern1mu\hat{\boldsymbol{\jmath}}\mkern2mu} \newcommand{\pd}[2]{\frac{\partial #1}{\partial #2}} \newcommand{\argmax}{\operatorname*{arg\,max}} \newcommand{\argmin}{\operatorname*{arg\,min}} \newcommand{\cdata}[1]{\class{c-data}{#1}} \newcommand{\cmodel}[1]{\class{c-model}{#1}} \newcommand{\ctruth}[1]{\class{c-truth}{#1}} \newcommand{\cgrad}[1]{\class{c-grad}{#1}} \newcommand{\closs}[1]{\class{c-loss}{#1}} \newcommand{\cparam}[1]{\class{c-param}{#1}} \newcommand{\csecond}[1]{\class{c-second}{#1}} \renewcommand{\,}{\mkern3mu} \)

C01 · Guided Project Ladder

A free, illustrated L1 to L3 course of 8 modules in the Capstones and Research Practice track. Modules include: Exploratory report on a public dataset; Tabular prediction with full validation; Analysis of an A/B test.

C01 L1 to L3 · Core to Advanced 8 modules · about 32 lessons Planned · Ring 3

Part of the Capstones and Research Practice track. Ships in Ring 3 (Breadth) of the roadmap.

Modules

1. Exploratory report on a public dataset
2. Tabular prediction with full validation
3. Analysis of an A/B test
4. Image classifier from scratch
5. A small GPT trained end to end
6. An RL agent for classic control
7. A retrieval system with evaluation
8. A deployed model with monitoring

What you produce

Eight portfolio projects, each with a rubric and a reference solution.

Status

This course is planned, not written yet. It ships with Ring 3 (Breadth).

Every lesson will follow the same twelve-part blueprint with at least three purpose-made figures. Watch the repository to hear when modules ship, or help write and review it.