... von eurer Lieblinξfaχschaft
und eurem Lieblinξverein

Vorlesungen online

Machine Learning zum Feed...

Semester: SS15
Veranstalter: Prof. Leibe
Bemerkungen: Course website with dates, slides, exercises and literature
L2P learning room
The screencasts produced by Prof. Leibe will usually be uploaded the same or the next day. Cutting the recorded videos, however, takes time, so they might take a week or two to be uploaded.
Do, 09.04.15 Introduction
Introduction, Probability Theory, Bayes Decision Theory, Minimizing Expected Loss
Screencast RWTH-intern 153 MB
im Browser abspielen
Do, 16.04.15 Prob. Density Estimation I
Parametric Methods, Gaussian Distribution, Maximum Likelihood
1080p RWTH-intern 1.50 GB
720p RWTH-intern 772 MB
360p RWTH-intern 395 MB
im Browser abspielen
Di, 21.04.15 Prob. Density Estimation II
Bayesian Learning, Nonparametric Methods, Histograms, Kernel Density Estimation
1080p RWTH-intern 1.32 GB
720p RWTH-intern 679 MB
Screencast RWTH-intern 143 MB
360p RWTH-intern 347 MB
im Browser abspielen
Do, 23.04.15 Prob. Density Estimation III
Mixture of Gaussians, k-Means Clustering, EM-Clustering, EM Algorithm
1080p RWTH-intern 1.48 GB
720p RWTH-intern 763 MB
Screencast RWTH-intern 157 MB
360p RWTH-intern 391 MB
im Browser abspielen
Di, 28.04.15 Linear Discriminant Functions I
Linear Discriminant Functions, Least-squares Classification, Generalized Linear Models
1080p RWTH-intern 1.35 GB
720p RWTH-intern 692 MB
Screencast RWTH-intern 144 MB
360p RWTH-intern 354 MB
im Browser abspielen
Di, 05.05.15 Linear Discriminant Functions II
Fisher Linear Discriminants, Logistic Regression, Iteratively Reweighted Least Squares
1080p RWTH-intern 1.44 GB
720p RWTH-intern 741 MB
Screencast RWTH-intern 156 MB
360p RWTH-intern 379 MB
im Browser abspielen
Do, 07.05.15 Statistical Learning Theory
Statistical Learning Theory, VC Dimension, Structural Risk Minimization
1080p RWTH-intern 1.54 GB
720p RWTH-intern 792 MB
Screencast RWTH-intern 163 MB
360p RWTH-intern 405 MB
im Browser abspielen
Di, 12.05.15 Linear SVMs
Linear SVMs, Soft-margin classifiers, nonlinear basis functions
1080p RWTH-intern 1.48 GB
720p RWTH-intern 759 MB
Screencast RWTH-intern 160 MB
360p RWTH-intern 388 MB
im Browser abspielen
Di, 19.05.15 Non-Linear SVMs
Kernel trick, Mercer's condition, Nonlinear SVMs, Support Vector Data Description
1080p RWTH-intern 1.44 GB
720p RWTH-intern 740 MB
Screencast RWTH-intern 160 MB
360p RWTH-intern 378 MB
im Browser abspielen
Di, 02.06.15 Ensemble Methods and Boosting
Model Combination, Bagging, Boosting, AdaBoost, Sequential Additive Minimization
1080p RWTH-intern 1.49 GB
720p RWTH-intern 768 MB
Screencast RWTH-intern 170 MB
360p RWTH-intern 393 MB
im Browser abspielen
Di, 09.06.15 AdaBoost
AdaBoost, Exponential error, Applications, Decision Trees, CART framework, ID3, C4.5
1080p RWTH-intern 1.19 GB
720p RWTH-intern 612 MB
Screencast RWTH-intern 131 MB
360p RWTH-intern 313 MB
im Browser abspielen
Do, 11.06.15 Randomized Trees
Randomized Decision Trees, Random Forests, Extremely Randomized Trees, Ferns
1080p RWTH-intern 1.44 GB
720p RWTH-intern 740 MB
360p RWTH-intern 378 MB
im Browser abspielen
Di, 16.06.15 Graphical Models I
Intro to Graphical Models, Bayesian Networks, Conditional Independence, Bayes Ball algorithm
1080p RWTH-intern 993 MB
720p RWTH-intern 524 MB
Screencast RWTH-intern 158 MB
360p RWTH-intern 278 MB
im Browser abspielen
Di, 23.06.15 Graphical Models II
Markov Random Fields, Converting directed to undirected models
1080p RWTH-intern 1.39 GB
720p RWTH-intern 718 MB
360p RWTH-intern 368 MB
im Browser abspielen
Do, 25.06.15 Graphical Models III
Exact Inference, Message Passing, Belief Propagation, Factor Graphs, Sum-product algorithm
1080p RWTH-intern 1.46 GB
720p RWTH-intern 750 MB
360p RWTH-intern 384 MB
im Browser abspielen
Di, 30.06.15 Applying MRFs
Junction Tree Algorithm, Loopy BP, Applications of MRFs
1080p RWTH-intern 1.45 GB
720p RWTH-intern 744 MB
Screencast RWTH-intern 171 MB
360p RWTH-intern 380 MB
im Browser abspielen
Di, 07.07.15 Solving MRFs with Graph Cuts
Solving MRFs with Graph Cuts, s-t Mincut, Alpha Expansion
Gehalten von Ishrat Badami
1080p RWTH-intern 1.04 GB
720p RWTH-intern 532 MB
360p RWTH-intern 272 MB
im Browser abspielen
Di, 14.07.15 Repetition
1080p RWTH-intern 1.52 GB
720p RWTH-intern 780 MB
360p RWTH-intern 398 MB
im Browser abspielen
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Fachschaft I/1, Mathematik/Physik/Informatik
RWTH Aachen