Uploaded November 2022 | Updated September 2026, 2 weeks ago
This video introduces external forcing to linear differential equations, and we show how to solve these equations with the method of undetermined coefficients. The idea is simple: 1) solve the unforced, or "homogeneous" system; 2) find a particular solution that equals the forcing when plugged into the ODE (generally, we guess the form of the solution based on the form of the forcing); 3) combine the homogeneous and particular solutions and use this full solution to identify the unknown coefficients with initial conditions.
Playlist: youtube.com/playlist?list=PLMrJAkhIeNNTYaOnVI3QpH7jgULnAmvPA
Course Website: http://faculty.washington.edu/sbrunton/me564/
@eigensteve on Twitter
eigensteve.com
databookuw.com
This video was produced at the University of Washington
%%% CHAPTERS %%%
0:00 Overview and problem setup
7:02 Step 1: Solve homogeneous differential equation
8:45 Step 2: Solve for the particular solution
13:50 Step 3: Solve for coefficients with initial conditions
This video introduces external forcing to linear differential equations, and we show how to solve these equations with the method of undetermined coefficients. The idea is simple: 1) solve the unforced, or "homogeneous" system; 2) find a particular solution that equals the forcing when plugged into the ODE (generally, we guess the form of the solution based on the form of the forcing); 3) combine the homogeneous and particular solutions and use this full solution to identify the unknown coefficients with initial conditions.
Playlist: youtube.com/playlist?list=PLMrJAkhIeNNTYaOnVI3QpH7jgULnAmvPA
Course Website: http://faculty.washington.edu/sbrunton/me564/
@eigensteve on Twitter
eigensteve.com
databookuw.com
This video was produced at the University of Washington
%%% CHAPTERS %%%
0:00 Overview and problem setup
7:02 Step 1: Solve homogeneous differential equation
8:45 Step 2: Solve for the particular solution
13:50 Step 3: Solve for coefficients with initial conditions
![Gentle Introduction to Modeling with Matrices and Vectors: A Probabilistic Weather Model
This video gives an intro example of how we model complex systems that change in time, using matrices and vectors. Specifically, I build a toy model for the weather, where the probability of the weather today being (R)ainy, (N)ice, or (C)loudy is stored in a vector [R, N, C]. This probability of the weather being in one of these states tomorrow is then updated by multiplying this vector by a probability matrix.
Code examples are given in Python and Matlab.
Playlist: https://www.youtube.com/playlist?list=PLMrJAkhIeNNTYaOnVI3QpH7jgULnAmvPA
Course Website: http://faculty.washington.edu/sbrunton/me564/
@eigensteve on Twitter
eigensteve.com
databookuw.com
This video was produced at the University of Washington
%%% CHAPTERS %%%
0:00 Overview
1:07 Building a simple weather model
5:00 Modeling the state as a vector
6:50 Writing the dynamical system update rule as a matrix
14:07 Matlab code example
23:43 Python code example
38:24 Teaser of how to make system more realistic Gentle Introduction to Modeling with Matrices and Vectors: A Probabilistic Weather Model](https://i.ytimg.com/vi/K-8F_zDMDUI/mqdefault.jpg)




![New Advances in Artificial Intelligence and Machine Learning
[Tier 1, Lecture 3] This video describes modern advances in machine learning and artificial intelligence, which are rapidly evolving technologies. Topics include generative AI (diffusion models, DALL-E 2, ChatGPT, etc.), reinforcement learning, computer vision, etc.
This video was produced at the University of Washington, and we acknowledge funding support from the Boeing Company
%%% CHAPTERS %%%
0:00 Overview
1:04 Image Classification
3:14 The Importance of Training Data
7:19 Generative Images
8:22 Image Captioning
9:18 DALL-E 2
11:08 History of Deep Dream
14:15 Text Generation and NLP
16:24 ChatGPT and LLMs
18:55 What is ML good at?
20:36 Reinforcement Learning and Atari
24:45 Chaos and Weather
26:45 Outro New Advances in Artificial Intelligence and Machine Learning](https://i.ytimg.com/vi/NQkSH_CBPq8/mqdefault.jpg)




