Alexander Ihler
21.2K subscribers
17:11
Clustering (4): Gaussian Mixture Models and EM
Alexander Ihler
275K views • 9 years ago
15:02
Clustering (3): K-Means Clustering
Alexander Ihler
27K views • 9 years ago
12:34
Clustering (2): Hierarchical Agglomerative Clustering
Alexander Ihler
122K views • 9 years ago
6:00
Clustering (1): Basics
Alexander Ihler
21K views • 9 years ago
14:49
Neural Networks (2): Backpropagation
Alexander Ihler
44K views • 9 years ago
13:52
Neural Networks (1): Basics
Alexander Ihler
226K views • 9 years ago
15:09
Support Vector Machines (3): Kernels
Alexander Ihler
93K views • 9 years ago
14:09
Support Vector Machines (2): Dual & soft-margin forms
Alexander Ihler
71K views • 9 years ago
10:55
Support Vector Machines (1): Linear SVMs, primal form
Alexander Ihler
126K views • 9 years ago
17:42
VC Dimension
Alexander Ihler
85K views • 10 years ago
21:06
Linear classifiers (2): Learning parameters
Alexander Ihler
17K views • 10 years ago
14:15
Linear classifiers (1): Basics
Alexander Ihler
53K views • 10 years ago
8:30
Linear regression (6): Regularization
Alexander Ihler
164K views • 10 years ago
14:21
Linear regression (2): Gradient descent
Alexander Ihler
89K views • 10 years ago
6:48
Linear regression (4): Nonlinear features
Alexander Ihler
18K views • 10 years ago
4:49
Linear regression (5): Bias and variance
Alexander Ihler
36K views • 10 years ago
8:22
Linear regression (3): Normal equations
Alexander Ihler
29K views • 10 years ago
5:47
Linear regression (1): Basics
Alexander Ihler
22K views • 10 years ago
8:49
Introduction (2): Data and Visualization
Alexander Ihler
14K views • 10 years ago
6:50
Introduction (1): AI & Machine Learning
Alexander Ihler
50K views • 10 years ago
9:52
Introduction (3): Supervised Learning
Alexander Ihler
19K views • 10 years ago
6:22
Introduction (4): Complexity and Overfitting
Alexander Ihler
19K views • 10 years ago
15:04
Bayes Classifiers (2): Naive Bayes
Alexander Ihler
26K views • 10 years ago
11:51
Bayes Classifiers (1)
Alexander Ihler
49K views • 10 years ago
7:46
Nearest Neighbor (1)
Alexander Ihler
35K views • 10 years ago
9:54
Nearest neighbor (2): k-nearest neighbor
Alexander Ihler
31K views • 10 years ago
14:49
Multivariate Gaussian distributions
Alexander Ihler
261K views • 11 years ago
17:37
PCA, SVD
Alexander Ihler
101K views • 11 years ago
32:09
Clustering
Alexander Ihler
32K views • 11 years ago
25:04
Review: Probability
Alexander Ihler
11K views • 11 years ago
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