Outline Large margin classifiers Primal/Dual formulation of the SVM Kernel SVMs Hard-margin / soft-margin SVM and Hinge Loss SVMs…
Exercises for the course Machine Learning 1 Winter semester 2020/21 Abteilung Maschinelles Lernen Institut fu ̈r Softwaretechnik und theoretische Informatik Fakult ̈at IV, Technische Universit…
Outline � What is Explainable AI? � Desiderata of an Explainable AI technique � Uses of Explainable AI � Methods for Explainable AI � Activation…
Exercises for the course Machine Learning 1 Winter semester 2020/21 Abteilung Maschinelles Lernen Institut fu ̈r Softwaretechnik und theoretische Informatik Fakult ̈at IV, Technische Universit…
CRDT – CONFLICT‐FREE REPLICATED DATA TYPES Distributed Systems (Hans‐Arno Jacobsen) 1 Pixabay.com CRDTs Units • Eventual consistency, informally • State‐based objects • Eventual consistency, more…
Outline From structured risk minimization to prediction error Error bounds: Hoeffding, Union, Vapnik-Chervonenkis VC dimension of typical models Classification in (high-dimensional)…
Wojciech Samek & Gr¨goire Montavon Prototypes vs LDA ML1 Lecture 4: Fisher Linear Discriminant 2 Nearest Centroid Classifier ML1 Lecture 4: Fisher Linear Discriminant 3…
Exercises for the course Machine Learning 1 Winter semester 2020/21 Abteilung Maschinelles Lernen Institut fu ̈r Softwaretechnik und theoretische Informatik Fakult ̈at IV, Technische Universit…
Machine Learning 1 TU Berlin, WiSe 2020/21 Decision Trees, Random Forests, Boosting (40 P) The goal of this homework is to extend decision trees, using…
Wojciech Samek & Gr¨goire Montavon ML1 Lecture 11: Neural Networks 2 ML1 Lecture 11: Neural Networks 3 ML1 Lecture 11: Neural Networks 4 ML1 Lecture…