Alexander Ihler

Clustering (4): Gaussian Mixture Models and EM
Clustering (4): Gaussian Mixture Models and EM
Clustering (3): K-Means Clustering
Clustering (3): K-Means Clustering
Clustering (2): Hierarchical Agglomerative Clustering
Clustering (2): Hierarchical Agglomerative Clustering
Clustering (1): Basics
Clustering (1): Basics
Neural Networks (2): Backpropagation
Neural Networks (2): Backpropagation
Neural Networks (1): Basics
Neural Networks (1): Basics
Support Vector Machines (3): Kernels
Support Vector Machines (3): Kernels
Support Vector Machines (2): Dual & soft-margin forms
Support Vector Machines (2): Dual & soft-margin forms
Support Vector Machines (1): Linear SVMs, primal form
Support Vector Machines (1): Linear SVMs, primal form
VC Dimension
VC Dimension
Linear classifiers (2): Learning parameters
Linear classifiers (2): Learning parameters
Linear classifiers (1): Basics
Linear classifiers (1): Basics
Linear regression (6): Regularization
Linear regression (6): Regularization
Linear regression (2): Gradient descent
Linear regression (2): Gradient descent
Linear regression (4): Nonlinear features
Linear regression (4): Nonlinear features
Linear regression (5): Bias and variance
Linear regression (5): Bias and variance
Linear regression (3): Normal equations
Linear regression (3): Normal equations
Linear regression (1): Basics
Linear regression (1): Basics
Introduction (2): Data and Visualization
Introduction (2): Data and Visualization
Introduction (1): AI & Machine Learning
Introduction (1): AI & Machine Learning
Introduction (3): Supervised Learning
Introduction (3): Supervised Learning
Introduction (4): Complexity and Overfitting
Introduction (4): Complexity and Overfitting
Bayes Classifiers (2): Naive Bayes
Bayes Classifiers (2): Naive Bayes
Bayes Classifiers (1)
Bayes Classifiers (1)
Nearest Neighbor (1)
Nearest Neighbor (1)
Nearest neighbor (2): k-nearest neighbor
Nearest neighbor (2): k-nearest neighbor
Multivariate Gaussian distributions
Multivariate Gaussian distributions
PCA, SVD
PCA, SVD
Clustering
Clustering
Review: Probability
Review: Probability