14:0810 - Priors and regularization
A 14-minute video from Maxwell Libbrecht: “10 - Priors and regularization”.
Maxwell Libbrecht
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14:08
20:4411 - Types of optimization algorithm
A 21-minute video from Maxwell Libbrecht: “11 - Types of optimization algorithm”.
15:1212 - Gradient descent
A 15-minute video from Maxwell Libbrecht: “12 - Gradient descent”.
15:5813 - Stochastic gradient descent
A 16-minute video from Maxwell Libbrecht: “13 - Stochastic gradient descent”.
11:4414 - Constrained optimization and Lagrangian
A 12-minute video from Maxwell Libbrecht: “14 - Constrained optimization and Lagrangian”.
20:2515.1 - EM algorithm intro
A 20-minute video from Maxwell Libbrecht: “15.1 - EM algorithm intro”.
26:1915.2 - EM algorithm
A 26-minute video from Maxwell Libbrecht: “15.2 - EM algorithm”.
30:5016 - EM examples
A 31-minute video from Maxwell Libbrecht: “16 - EM examples”.
7:4717 - Derivative free optimization
A 8-minute video from Maxwell Libbrecht: “17 - Derivative free optimization”.
28:4718 - Decision theory
A 29-minute video from Maxwell Libbrecht: “18 - Decision theory”.
18:1519 - Naive Bayes
A 18-minute video from Maxwell Libbrecht: “19 - Naive Bayes”.
23:182 - Concept learning
A 23-minute video from Maxwell Libbrecht: “2 - Concept learning”.
14:0420 - Gaussian discriminant analysis
A 14-minute video from Maxwell Libbrecht: “20 - Gaussian discriminant analysis”.
17:4721 - Logistic regression
A 18-minute video from Maxwell Libbrecht: “21 - Logistic regression”.
19:1922 - Generative vs discriminative classifiers
A 19-minute video from Maxwell Libbrecht: “22 - Generative vs discriminative classifiers”.
9:0523 - Featurization
A 9-minute video from Maxwell Libbrecht: “23 - Featurization”.
9:2224 - Linear regression
A 9-minute video from Maxwell Libbrecht: “24 - Linear regression”.
8:3626 - Ridge regression
A 9-minute video from Maxwell Libbrecht: “26 - Ridge regression”.
43:3327 - LASSO
A 44-minute video from Maxwell Libbrecht: “27 - LASSO”.
9:2528 - Comparison of regularization strategies
A 9-minute video from Maxwell Libbrecht: “28 - Comparison of regularization strategies”.
35:3729 - Bayesian networks
A 36-minute video from Maxwell Libbrecht: “29 - Bayesian networks”.
19:5830 - d-separation
A 20-minute video from Maxwell Libbrecht: “30 - d-separation”.
15:0031 - Creating a Bayesian network
A 15-minute video from Maxwell Libbrecht: “31 - Creating a Bayesian network”.
20:4432 - Markov random fields
A 21-minute video from Maxwell Libbrecht: “32 - Markov random fields”.
21:3533 - Probabilistic inference
A 22-minute video from Maxwell Libbrecht: “33 - Probabilistic inference”.
5:0633.1 - Factors
A 5-minute video from Maxwell Libbrecht: “33.1 - Factors”.
32:5834 - Variable elimination
A 33-minute video from Maxwell Libbrecht: “34 - Variable elimination”.
16:1834.1 - Variable elimination example
A 16-minute video from Maxwell Libbrecht: “34.1 - Variable elimination example”.
27:1735 - Belief propagation
A 27-minute video from Maxwell Libbrecht: “35 - Belief propagation”.
9:0535.1 - Loopy belief propagation
A 9-minute video from Maxwell Libbrecht: “35.1 - Loopy belief propagation”.
25:3235.2 - Junction tree algorithm
A 26-minute video from Maxwell Libbrecht: “35.2 - Junction tree algorithm”.
39:3636 - 1D sampling
A 40-minute video from Maxwell Libbrecht: “36 - 1D sampling”.
6:5137 - Multivariate sampling
A 7-minute video from Maxwell Libbrecht: “37 - Multivariate sampling”.
23:0138 - Gibbs sampling
A 23-minute video from Maxwell Libbrecht: “38 - Gibbs sampling”.
12:0439 - Metropolis Hastings
A 12-minute video from Maxwell Libbrecht: “39 - Metropolis Hastings”.
10:3539.1 - MCMC example
A 11-minute video from Maxwell Libbrecht: “39.1 - MCMC example”.