Cours : Strojové učení

Section outline

Select section Machine Learning

Machine Learning

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- Select activity All slides, ver. 24th May 2024
  
  All slides, ver. 24th May 2024 Fichier
- Select activity Introduction k-NN, LR, LARS
  
  Introduction k-NN, LR, LARS Fichier
- Select activity Splines and Kernel Methods
  
  Splines and Kernel Methods Fichier
- Select activity Linear Methods for Classification
  
  Linear Methods for Classification Fichier
- Select activity Additive Models, Trees and Related Methods
  
  Additive Models, Trees and Related Methods Fichier
- Select activity Model Assesment and Selection
  
  Model Assesment and Selection Fichier
  
  Slightly updated slides.
- Select activity EM Algorithm, Bayesian Learning
  
  EM Algorithm, Bayesian Learning Fichier
  
  Slightly updated slides.
- Select activity Clustering
  
  Clustering Fichier
  
  Slightly updated slides.
- Select activity EM spreadsheet
  
  EM spreadsheet Fichier
- Select activity ILP (Slightly updated)
  
  ILP (Slightly updated) Fichier
- Select activity Gaussian Graphical Models
  
  Gaussian Graphical Models Fichier
  
  Slides for GGM.
  
  Slides after the gLasso procedure can be omitted.
- Select activity Gaussian Processes
  
  Gaussian Processes Fichier
- Select activity Consultations: Thuesday 15:00-16:00, S303.
  
  Consultations: Thuesday 15:00-16:00, S303.
- Select activity Recordings from the year 2021 česky strojoveucen...
  
  Recordings from the year 2021
  
  česky strojoveuceni2021.zip
  
  English machinelearning2021.zip .
- Select activity Discussion
  
  Discussion Forum
- Select activity Oznámení
  
  Oznámení Forum
Select section Introduction

Introduction
Select section Kernel methods, Splines

Kernel methods, Splines
Select section Logistic Regression, LDA, QDA, Examples

Logistic Regression, LDA, QDA, Examples
- Select activity Logistic regression spreadsheet
  
  Logistic regression spreadsheet Fichier
Select section Decision Trees, MARS

Decision Trees, MARS
Select section Ensamble Learning

Ensamble Learning
- Select activity Lecture 5
  
  Lecture 5 Fichier
Select section Model Assessment

Model Assessment
Select section Gaussian Graphical Models

Gaussian Graphical Models
Select section Gaussian Processes and Bayesian Optimization

Gaussian Processes and Bayesian Optimization
Select section Clustering

Clustering
Select section Bayesian Methods, EM algorithm

Bayesian Methods, EM algorithm
- Select activity EM Examples
  
  EM Examples Fichier
Select section Association Rule Learning

Association Rule Learning
Select section Inductive Logic Programming

Inductive Logic Programming
Select section PCA Extensions, Independent Component Analysis

PCA Extensions, Independent Component Analysis
Select section Support Vector Machines

Support Vector Machines