8) PCA application to landmark modeling

7) PCA: dealing with large vectors

6) PCA projection variance

5) PCA summary

4) PCA derivation

3) Linear least squares

2) PCA solution summary

1) PCA overview

Cumulative distribution transform (CDT) and 1D optimal transport

3 Cumulative Distribution Transform in Python/Pytranskit

2 Cumulative Distribution Transform

1 Overview

1D optimization examples

Intro to 1D optimization

PDE: Wave equation finite differences

PDE: Heat equation finite differences

PDEs: finite difference overview

PDE examples & boundary conditions

Intro to PDEs & nomenclature

Adaptive time stepping

SIR (COVID 19) modeling

Runge-Kutta methods

Higher order ODEs

Intro to Ordinary Differential Equations

Euler's Method

Nonlinear regression, optimization example

Optimization in Matlab

Gradient descent, Newton's method

Intro to Optimization

Univariate root finding