Steve Brunton
All Briefs
Method of Moments to Fit Distributions from Data
Parameter Estimation and Fitting Distributions
Could Tobacco be Good for you? Two Sided Rejection Regions in Hypothesis Testing
Hypothesis Testing: Type I and Type II Errors
Hypothesis Testing Example: Salk Vaccine Trial
Lies, Damn Lies, and Statistics... P-Hacking
Hypothesis Testing Procedure
Hypothesis Testing in Statistics
Central Limit Theorem Example & Hypothesis Testing
Confidence Intervals
Normal Approximation to Sample Mean
Sample Variance in Random Population Sampling
Random Sampling Without Replacement (Finite "n" Correction)
Random Sampling in Statistics: Expected Value and Variance of the Sample Mean
Population Statistics and Random Sampling
Div, Grad, and Curl: Vector Calculus Building Blocks for PDEs [Divergence, Gradient, and Curl]
Reinforcement Learning: Machine Learning Meets Control Theory
The Laplace Transform: A Generalized Fourier Transform
The Fast Fourier Transform (FFT)
The Discrete Fourier Transform (DFT)
Principal Component Analysis (PCA)
Singular Value Decomposition (SVD): Mathematical Overview
Singular Value Decomposition (SVD): Overview
Neural Network Architectures & Deep Learning
Control Bootcamp: Overview