Archive

2022

• Aug 304. Maximum Likelihood as Orthogonal Projection
• Aug 293. Bayesian Linear Regression
• Aug 270. Intro
• Aug 271. Problem Formulation
• Aug 272. Parameter Estimation
• Aug 246. Model Selection
• Aug 235. Directed Graphical Models
• Aug 224. Probabilistic Modeling and Inference
• Aug 183. Parameter Estimation
• Aug 162. Empirical Rist Minimization
• Aug 150. Intro
• Aug 151. Data, Models, and Learning
• Aug 103. Convex Optimization
• Aug 092. Constrained Optimization and Lagrange Multipliers
• Aug 081. Optimization Using Gradient Descent
• Aug 070. Intro
• Aug 057. Change of Variables/Inverse Transform
• Aug 046. Conjugacy and the Exponential Family
• Aug 025. Gaussian Distribution
• Jul 274. Summary Statistics and Independence
• Jul 262. Discrete and Continuous Probabilities
• Jul 263. Sum Rule, Product Rule, and Bayes' Theorem
• Jul 250. Intro
• Jul 251. Construction of a Probability Space
• Jul 227. Higher-Order Derivatives
• Jul 228. Linearization and Multivariate Taylor Series
• Jul 216. Backpropagation and Automatic Differentiation
• Jul 204. Gradients of Matrices
• Jul 205. Useful Identities for Computing Gradients
• Jul 192. Partial Differentiation and Gradients
• Jul 193. Gradients of Vector-Valued Functions
• Jul 180. Intro
• Jul 181. Differentiation of Univariate Functions
• Jul 176. Matrix Approximation
• Jul 177. Matrix Phylogeny
• Jul 165. Singular Value Decomposition
• Jul 154. Eigendecomposition and Diagonalization
• Jul 143. Cholesky Decomposition
• Jul 132. Eigenvalues and Eigenvectors
• Jul 120. Intro
• Jul 121. Determinant and Trace
• Jul 108. Orthogonal Projections
• Jul 109. Rotations
• Jul 095. Orthonormal Basis
• Jul 096. Orthogonal Complement
• Jul 097. Inner Product of Functions
• Jul 083. Lengths and Distances
• Jul 084. Angles and Orthogonality
• Jul 070. Intro
• Jul 071. Norms
• Jul 072. Inner Products
• Jul 068. Affine Spaces
• Jul 057. Linear Mappings
• Jul 046. Basis and Rank
• Jul 035. Linear Independence
• Jul 024. Vector Spaces
• Jul 013. Solving Systems of Linear Equations
• Jun 302. Matrices
• Jun 291. Systems of Linear Equations
• Jun 281. Finding Words for Intuitions
• Jun 280. Intro
• Jun 270. Intro