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

Track M · Mathematics

The Mathematics track of Applied AI Mastery: 12 free, illustrated courses and 116 modules, L0 to L4. From school algebra to the stochastic calculus behind diffusion models.

Track M L0 to L4 · Foundation to Expert 12 courses · 116 modules

From school algebra to the stochastic calculus behind diffusion models.

Course	Level	Modules	Status
M01 Math Foundations	Level L0	Modules 9	Status 9 of 9 modules live
M02 Linear Algebra I: Vectors and Matrices	Level L1	Modules 10	Status 10 of 10 modules live
M03 Linear Algebra II: Decompositions	Level L2	Modules 10	Status Planned · Ring 2
M04 Calculus I: Single Variable	Level L1	Modules 10	Status 10 of 10 modules live
M05 Multivariable and Matrix Calculus	Level L2	Modules 10	Status Planned · Ring 2
M06 Probability I	Level L1	Modules 11	Status Planned · Ring 1
M07 Probability II: Stochastic Processes	Level L2 to L3	Modules 10	Status Planned · Ring 3
M08 Optimization	Level L2 to L3	Modules 11	Status Planned · Ring 3
M09 Information Theory	Level L2 to L3	Modules 8	Status Planned · Ring 3
M10 Numerical Linear Algebra and Scientific Computing	Level L3	Modules 9	Status Planned · Ring 4
M11 Measure, Functional Analysis and High-Dimensional Probability	Level L4	Modules 10	Status Planned · Ring 4
M12 Differential Equations and Stochastic Calculus for ML	Level L4	Modules 8	Status Planned · Ring 4

See how this track connects to the others in the curriculum overview.