AlphaOpt - VideoAndMovie

A basic introduction to optimization including examples, methods, principles, and applications.

What Is Linear Regression?

2:18

What Is Linear Regression?

What is Machine Learning?

3:22

What is Machine Learning?

What is Newton's Method?

2:30

What is Newton's Method?

What is Least Squares?

2:43

What is Least Squares?

What is the Traveling Salesman Problem?

2:42

What is the Traveling Salesman Problem?

How to solve the Rosenbrock optimization problem in Matlab with fminunc

3:47

How to solve the Rosenbrock optimization problem in Matlab with fminunc

Introduction to Optimization: Calculating Derivatives

3:52

Introduction to Optimization: Calculating Derivatives

Python GEKKO Optimization Suite - Free Engineering Optimization Software

6:53

Python GEKKO Optimization Suite - Free Engineering Optimization Software

Matlab Fmincon Optimization Example: Constrained Box Volume

4:48

Matlab Fmincon Optimization Example: Constrained Box Volume

Python Scipy Optimization Example: Constrained Box Volume

5:15

Python Scipy Optimization Example: Constrained Box Volume

Python Optimization Example: Constrained Box Volume with GEKKO

3:54

Python Optimization Example: Constrained Box Volume with GEKKO

Python Optimization Example Snowball Rolling with Scipy Minimize

6:27

Python Optimization Example Snowball Rolling with Scipy Minimize

Introduction To Optimization: Gradient Free Algorithms (2/2) Simulated Annealing, Nelder-Mead

4:14

Introduction To Optimization: Gradient Free Algorithms (2/2) Simulated Annealing, Nelder-Mead

Introduction To Optimization: Gradients, Constraints, Continuous and Discrete Variables

3:53

Introduction To Optimization: Gradients, Constraints, Continuous and Discrete Variables

Introduction To Optimization: Gradient Free Algorithms (1/2) - Genetic - Particle Swarm

5:25

Introduction To Optimization: Gradient Free Algorithms (1/2) - Genetic - Particle Swarm

Introduction To Optimization: Objective Functions and Decision Variables

3:49

Introduction To Optimization: Objective Functions and Decision Variables

Introduction To Optimization: Gradient Based Algorithms

5:27

Introduction To Optimization: Gradient Based Algorithms

Introduction to Optimization: What Is Optimization?

3:57

Introduction to Optimization: What Is Optimization?