Machine Learning and Optimization videos with a strong emphasis on building intuition with visual explanations.

[Re-Upload] What is Linear Programming (LP)? (in 2 minutes) ***No Background Music***
2:37
[Re-Upload] What is Linear Programming (LP)? (in 2 minutes) ***No Background Music***
[RE-UPLOAD] MOMENTUM Gradient Descent (in 3 minutes) *** No Background Music***
3:18
[RE-UPLOAD] MOMENTUM Gradient Descent (in 3 minutes) *** No Background Music***
[RE-UPLOAD] STOCHASTIC Gradient Descent (in 3 minutes) *** No Background Music ***
3:34
[RE-UPLOAD] STOCHASTIC Gradient Descent (in 3 minutes) *** No Background Music ***
[RE-UPLOAD] Gradient Descent in 3 minutes ***No Background Music***
3:06
[RE-UPLOAD] Gradient Descent in 3 minutes ***No Background Music***
K-nearest Neighbors (KNN) in 3 min
3:12
K-nearest Neighbors (KNN) in 3 min
Decision Trees - VisuallyExplained
8:50
Decision Trees - VisuallyExplained
The Kernel Trick in Support Vector Machine (SVM)
3:18
The Kernel Trick in Support Vector Machine (SVM)
Goemans-Williamson Max-Cut Algorithm | The Practical Guide to Semidefinite Programming (4/4)
10:26
Goemans-Williamson Max-Cut Algorithm | The Practical Guide to Semidefinite Programming (4/4)
Stability of Linear Dynamical Systems | The Practical Guide to Semidefinite Programming (3/4)
5:51
Stability of Linear Dynamical Systems | The Practical Guide to Semidefinite Programming (3/4)
The Practical Guide to Semidefinite Programming (2/4)
7:26
The Practical Guide to Semidefinite Programming (2/4)
What Does It Mean For a Matrix to be POSITIVE? The Practical Guide to Semidefinite Programming(1/4)
10:10
What Does It Mean For a Matrix to be POSITIVE? The Practical Guide to Semidefinite Programming(1/4)
Linear Regression in 2 minutes
2:34
Linear Regression in 2 minutes
Linear Programming (LP) (in 2 minutes)
2:37
Linear Programming (LP) (in 2 minutes)
MOMENTUM Gradient Descent (in 3 minutes)
3:18
MOMENTUM Gradient Descent (in 3 minutes)
STOCHASTIC Gradient Descent (in 3 minutes)
3:34
STOCHASTIC Gradient Descent (in 3 minutes)
Gradient Descent in 3 minutes
3:07
Gradient Descent in 3 minutes
Principal Component Analysis (PCA)
6:28
Principal Component Analysis (PCA)
Support Vector Machine (SVM) in 2 minutes
2:19
Support Vector Machine (SVM) in 2 minutes
Make Money Betting on Politics - Arbitrage with Predictit
17:11
Make Money Betting on Politics - Arbitrage with Predictit
The Karush–Kuhn–Tucker (KKT) Conditions and the Interior Point Method for Convex Optimization
21:58
The Karush–Kuhn–Tucker (KKT) Conditions and the Interior Point Method for Convex Optimization
Convexity and The Principle of Duality
10:04
Convexity and The Principle of Duality
What Is Mathematical Optimization?
11:35
What Is Mathematical Optimization?
How many times must you roll a die to get a six?
10:47
How many times must you roll a die to get a six?
Visually Explained: Kalman Filters
11:16
Visually Explained: Kalman Filters
Visually Explained: Newton's Method in Optimization
11:26
Visually Explained: Newton's Method in Optimization