Topic outline

• General
  
  

  General

  • Annunci Forum
  • The first class of SLDS course will take place on Thursday 03/03 starting from 9:30 am. 
    

    The course is on-line.

    MS Team where the classes will take place online is: "CD 2021 450SM Statistical Learning for DS" 

    
    

• Course Info - Preliminaries - Overview on Data Science and Statistical Learning
  
  

  Course Info - Preliminaries - Overview on Data Science and Statistical Learning

  • Welcome and course information File HTML document
  • Note: html-type files are linked each other though they open slowly ...
    

  • Welcome and course information File PDF document
  • R preliminaries (you can skip it) File PDF document
  • Overview File PDF document
  • ML examples Folder
  • data Folder
• Entering and Cleaning Data, Exploring Data
  
  

  Entering and Cleaning Data, Exploring Data

  • Entering and Cleaning Data File PDF document
  • Exploring Data File PDF document
• Statistical Learning
  
  

  Statistical Learning

  • SL - What is File PDF document
  • Bias-Variance trade-off File PDF document
  • Information Criteria File PDF document
  • Cross-Validation methods File PDF document
• Unsupervised Learning
  
  

  Unsupervised Learning

  • PCA File PDF document
  • A toy example on PCA File HTML document
  • Biplot File PDF document
  • An example on EU demographic data File HTML document
  • Reduction (notes) File PDF document
  • PCA for reconstructing faces File HTML document
  • Clustering methods File PDF document
  • Clustering EU demographic data File HTML document
  • data Folder
• TDA
  
  

  TDA

  • Textual Data Analysis: Introduction and Basics File Archive (ZIP)
  • Content Mapping (by CA) File PDF document
  • Lab on preprocessing and CA with a toy example File HTML document
  • data Folder
• Classification
  
  

  Classification

  • Overview on classification File PDF document
  • Discriminant Analysis File PDF document
  • Notes on lda theory and lda routine File HTML document
  • Lab on lda: an example of authorship attribution File HTML document
  • Logistic regression File PDF document
  • Lab on Logistic regression File HTML document
  • KNN File PDF document
  • Lab on KNN and comparison to other classifiers File HTML document
• Regression
  This topic
  

  Regression

  • Regression models: recap and model selection File PDF document
  • Lab on model selection File HTML document
  • Regularization methods: Ridge Regression and Lasso File PDF document
  • Lab on shrinkage methods File HTML document