IAM 557 - Statistical Learning and Simulation (Temporary 2025f)

Section outline

• Select section General

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  General

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  • Select activity Announcements

    

    Announcements Forum
  • Select activity Class Discussion

    

    Class Discussion Forum
  • Select activity Syllabus (Tentative)

    

    Syllabus (Tentative) File PDF
  • Select activity Before We Start: the Prerequisites

    

    Before We Start: the Prerequisites Page
  • Select activity Textbook and Reference Books

    

    Textbook and Reference Books Page
  • Select activity Textbook Site: An Introduction to Statistical Learning

    The textbook has a very nice material on https://www.statlearning.com/. Under "Resources -> Online Course", you can reach to the "In-depth introduction to machine learning in 15 hours of expert videos", where you have lots of material as well as video lectures. I will try to have a link to many of those videos on this course website as well.

  • Select activity The First Meeting (from the past)

    

    The First Meeting (from the past) URL

    Excerpts from one of the past year's First Meeting. Basically, this year may not be so different than the past; however, the syllabus might have changed a little bit. So please check the Syllabus (Tentative), and attend the Virtual Meetings regularly, whenever there is one.

• Select section Programming with R

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  Programming with R

  • Select activity Download and Install R (and RStudio) Programming Language

    

    Download and Install R (and RStudio) Programming Language URL
  • Select activity Introduction to R programming (by M. Kutuk)

    

    Introduction to R programming (by M. Kutuk) URL

    Download the Files necessary to follow the Video in case you do not wish to type yourself.

• Select section Introduction to Statistical Learning

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  Introduction to Statistical Learning

  • Select activity Online Course of the Textbook

    Check Online Course of the Textbook for the videos and other materials below:
    

  • Select activity Chapter 1: Introduction (dataschool.io)

    

    Chapter 1: Introduction (dataschool.io) Page
  • Select activity Chapter 2: Statistical Learning (dataschool.io)

    

    Chapter 2: Statistical Learning (dataschool.io) Page
  • Select activity Introduction to Statistical Learning (slides for YouTube Videos)

    

    Introduction to Statistical Learning (slides for YouTube Videos) File PDF
  • Select activity Regression Setting (YouTube)

    

    Regression Setting (YouTube) URL
  • Select activity Classification Setting (YouTube)

    

    Classification Setting (YouTube) URL
• Select section Linear Regression

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  Linear Regression

  • Select activity Online Course of the Textbook (copy)

    Check Online Course of the Textbook for the videos and other materials below:
    

  • Select activity Chapter 3: Linear Regression (dataschool.io)

    

    Chapter 3: Linear Regression (dataschool.io) Page