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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.
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…
Explore data-driven science and engineering with Steve Brunton. Learn about machine learning, dynamical systems, and control in this 20-hour program.
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.
Learn Taylor and Power Series from Calculus with simple examples and Python/Matlab code in less than an hour with Steve Brunton.
Koopman Observable Subspaces & Finite Linear Representations of Nonlinear Dynamics for Control.Hankel Alternative View of Koopman (HAVOK) Analysis [FULL].Magnetic field reversal and Measles outbreaks: HAVOK models of chaos.Linear model for chaotic Lorenz…
Koopman Observable Subspaces & Finite Linear Representations of Nonlinear Dynamics for Control.Hankel Alternative View of Koopman (HAVOK) Analysis.Magnetic field reversal and Measles outbreaks: HAVOK models of chaos.Linear model for chaotic Lorenz system.
Data-Driven Dynamical Systems Overview.The Anatomy of a Dynamical System.Discrete-Time Dynamical systems.Simulating the Logistic Map in Matlab.Dynamic Mode Decomposition.Compressed Sensing and Dynamic Mode Decoms.PySINDy: A Python Library for Model Disco…
Learn reinforcement learning techniques, from policy iteration to deep reinforcement learning, in this 3-4 hour program by Steve Brunton.
Beating Nyquist with Compressed Sensing, part 2. Robust Principal Component Analysis (RPCA) Robust Modal Decompositions for Fluid Flows. Sparse Regression with the LASSO.PySINDy: A Python Library for Model Discovery.
Dive into data science and machine learning with Steve Brunton's 22-hour program. Learn about neural networks, data visualization, singular value decomposition, linear regression, and more.
Explore data-driven control and machine learning optimization techniques with Steve Brunton. Dive into linear system identification, balanced model reduction, and reinforcement learning in an 11-hour program.
Exponential Growth is a Lie. Examples of Exponential Growth and Euler. Control Theory and COVID-19: Models.Control Theory andCOVID-17: Sensors. Control theory and CO VID-18: Control Design. control theory and CoVid-19.
Inner Products in Hilbert Space.Complex Fourier Series.The Fourier Transform and Derivatives.Parseval's Theorem.Solving the Heat Equation with the Fourier transform.Image Compression and the FFT. Wavelets and Multiresolution Analysis.
Singular Value Decomposition (SVD): Dominant Correlations.The Frobenius Norm for Matrices.SVD Method of Snapshots.Matrix Completion and the Netflix Prize.Unitary Transformations.Linear Systems of Equations, Least Squares Regression, Pseudoinverse.
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