Course: Strojové učení

Section outline

Select section Machine Learning

Machine Learning

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- Select activity All slides, ver. 27th February 2025
  
  All slides, ver. 27th February 2025 File
- Select activity Consultations: Thuesday 14:00-15:00, S303.
  
  Consultations: Tuesday 14:00-15:00, S303.
Select section Introduction

Introduction
Select section Kernel methods, Splines

Kernel methods, Splines
- Select activity Regression: Splines, Kernel Smoothing
  
  Regression: Splines, Kernel Smoothing File
- Select activity Splines and Kernel Smootning
  
  Splines and Kernel Smootning Quiz
- Select activity Demo Notebook in HTML
  
  Demo Notebook in HTML File
- Select activity Notebook in *.ipynb format
  
  Notebook in *.ipynb format File
- Select activity The dataset
  
  The dataset File
Select section Logistic Regression, LDA, QDA, Examples

Logistic Regression, LDA, QDA, Examples
- Select activity Logistic regression spreadsheet
  
  Logistic regression spreadsheet File
- Select activity Linear Models for Classification
  
  Linear Models for Classification File
- Select activity Logistic Regression, LDA
  
  Logistic Regression, LDA File
- Select activity Generalized Additive Models
  
  Generalized Additive Models File
- Select activity Logistic Regression
  
  Logistic Regression Quiz
Select section Model Assessment

Model Assessment
- Select activity Model Assesement
  
  Model Assesement Quiz
- Select activity Slides4
  
  Slides4 File
- Select activity Demo *.html
  
  Demo *.html File
- Select activity Demo *.ipynb
  
  Demo *.ipynb File
Select section Decision Trees, MARS

Decision Trees, MARS
- Select activity Slides
  
  Slides File
- Select activity Demo *.html
  
  Demo *.html File
- Select activity Demo *.ipynb
  
  Demo *.ipynb File
- Select activity Excel demo
  
  Excel demo File
Select section Ensemble Learning

Ensemble Learning
- Select activity Slides
  
  Slides File
Select section Bayesian Methods, EM algorithm

Bayesian Methods, EM algorithm
- Select activity EM Examples
  
  EM Examples File
- Select activity Slides
  
  Slides File
- Select activity EM spreadsheet
  
  EM spreadsheet File
Select section Clustering

Clustering
- Select activity Slides
  
  Slides File
- Select activity Notebook
  
  Notebook File
Select section Association Rule Learning

Association Rule Learning
- Select activity Association Rules, Version Space
  
  Association Rules, Version Space File
Select section Inductive Logic Programming

Inductive Logic Programming
- Select activity Slides
  
  Slides File
Select section Gaussian Graphical Models

Gaussian Graphical Models
- Select activity Minor changes in slides
  
  Minor changes in slides File
Select section Gaussian Processes and Bayesian Optimization

Gaussian Processes and Bayesian Optimization
- Select activity Slides
  
  Slides File
Select section PCA Extensions, Independent Component Analysis

PCA Extensions, Independent Component Analysis
Select section Archive

Archive
- 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