Steve Brunton Courses

Singular Value Decomposition

2 reviews

SVD Method of Snapshots.Matrix Completion and the Netflix Prize.Unitary Transformations and the SVD.Linear Systems of Equations, Least Squares Regression, Pseudoinverse.Least Square Regression and the sVD.Randomized Singular Value Decomposition.

• YouTube
• 7 hours
• On-Demand
• Free Online Course

Data-Driven Science and Engineering

1 review

Explore data-driven science and engineering with Steve Brunton. Learn about machine learning, dynamical systems, and control in this 20-hour program.

• YouTube
• 20 hours
• On-Demand
• Free Online Course

Fluid Dynamics

1 review

Turbulence: Reynolds Averaged Navier-Stokes (RANS) Equations (Part 2, Momentum Equation) Turbulent Fluid Dynamics are Everywhere. Data-driven nonlinear aeroelastic models of morphing wings for control. Finite-Horizon, Energy-Optimal Trajectories in Unste…

• YouTube
• 6 hours
• On-Demand
• Free Online Course

Control Bootcamp - Kalman Filter Example in Matlab

1 review

Explore the Kalman Filter in Matlab with Steve Brunton in less than an hour. Learn about dynamical systems and simulations using an inverted pendulum on a cart.

• YouTube
• 22 minutes
• On-Demand
• Free Online Course

Taylor Series and Power Series Made Easy - Review of Calculus

1 review

Learn Taylor and Power Series from Calculus with simple examples and Python/Matlab code in less than an hour with Steve Brunton.

• YouTube
• 29 minutes
• On-Demand
• Free Online Course

Solving the Wave Equation with Separation of Variables and Guitar String Physics

Learn to solve the Wave Equation using separation of variables in less than an hour with Steve Brunton. The material uses guitar string physics for intuitive understanding.

• YouTube
• 46 minutes
• On-Demand
• Free Online Course

Deriving the Wave Equation

Learn to derive the Wave Equation, a powerful tool in physics and engineering, with Steve Brunton in under an hour. Includes practical examples from guitar strings.

• YouTube
• 36 minutes
• On-Demand
• Free Online Course

PDE 101 - Separation of Variables or How I Learned to Stop Worrying and Solve Laplace's Equation

Learn to solve Partial Differential Equations using the Separation of Variables technique in less than an hour with Steve Brunton. Ideal for physics and engineering problems.

• YouTube
• 50 minutes
• On-Demand
• Free Online Course

The Curl of a Vector Field - Measuring Rotation

Learn the fundamentals of vector calculus, specifically the curl operator, with Steve Brunton in under an hour. Gain insights into fluid vorticity and rotation measurement.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

Sparse Nonlinear Models for Fluid Dynamics with Machine Learning and Optimization

Learn to develop nonlinear models for complex fluid flows using the SINDy algorithm with Steve Brunton. Explore innovations in various flow fields in under an hour.

• YouTube
• 38 minutes
• On-Demand
• Free Online Course

Lagrangian Coherent Structures in Unsteady Fluids with Finite Time Lyapunov Exponents

Learn fluid dynamics, focusing on Lagrangian coherent structures and Finite Time Lyapunov Exponents, in less than an hour with Steve Brunton.

• YouTube
• 46 minutes
• On-Demand
• Free Online Course

Sparse Nonlinear Dynamics Models with SINDy - The Library of Candidate Nonlinearities

Learn to choose effective terms for the SINDy algorithm, extend it to include control variables and bifurcation parameters, and avoid the curse of dimensionality in under an hour with Steve Brunton.

• YouTube
• 27 minutes
• On-Demand
• Free Online Course

Reinforcement Learning - Machine Learning Meets Control Theory

Learn the intersection of machine learning and control theory with reinforcement learning in less than an hour with Steve Brunton. Explore algorithms and applications.

• YouTube
• 26 minutes
• On-Demand
• Free Online Course

Numerical Integration - Discrete Riemann Integrals and Trapezoid Rule

Learn to approximate definite integrals using numerical methods like Riemann and trapezoidal integration with Python and Matlab, in under an hour with Steve Brunton.

• YouTube
• 30 minutes
• On-Demand
• Free Online Course

Numerical Differentiation - Second Derivatives and Differentiating Data

Learn to compute second derivatives and differentiate data vectors with Python and Matlab in less than an hour with Steve Brunton.

• YouTube
• 42 minutes
• On-Demand
• Free Online Course