Concept
Xi (letter)
Related lectures (15)
Linear Models: LASSO and AMP
Covers linear problems, LASSO, and AMP in supervised learning, including Generalized Linear Models and N-dimensional models.
Graphical Models: Representing Probabilistic Distributions
Covers graphical models for probabilistic distributions using graphs, nodes, and edges.
Stochastic Calculus: Lecture 1
Covers the essentials of probability, algebras, and conditional probability, including the Borel o-algebra and Poisson processes.
Binomial and Poisson Mass Functions
Explores binomial and Poisson mass functions, calculating probabilities and discussing distribution functions of random variables.
Optimization with Constraints: KKT Conditions
Covers optimization with constraints using KKT conditions and matrix invertibility in numerical analysis.
Linear Regression: Introduction and Training
Covers linear regression training to find the best line for given data points, essential for predicting house prices.
Symmetries in Mechanics and Wave Equations
Explores symmetries in Newtonian mechanics and wave equations, highlighting their significance in understanding physical laws.