MoSIG-SMPE-2022

This repository contains notes and homework for the Scientific Methodology and Experimental Evaluation course, for the year 2021/22.

Homeworks

• Data visualization (kindergarten and foot length/dictation mistakes)
• Challenger
• First name analysis: source/PDF
• R manipulation of data from PDF
• Forked repository for parallel quicksort
• MOOC peer-evaluated exercise: notebook/PDF
• Multiple linear regression hand-on (Batman): source/PDF
• Design of experiments: source/PDF
• Ethics (contact tracing): resume, slides

Notes

• Lecture 1 - 30/09/2021
• Lecture 2 - 14/10/2021
• Lecture 3 - 21/10/2021
  • Intro to R and dplyr
• Lecture 4 - 28/10/2021
• Lecture 5 - 18/11/2021
• Lecture 6 - 25/11/2021
  • Central limit theorem
• Lecture 7 - 02/12/2021
  • Linear regression on trees
• Lecture 8 - 09/12/2021
  • Anova analysis on wheat
• Lecture 9 - 17/12/2021
  • Bayesian statistics
  • Design of experiments
• Lecture 10 - 06/01/2022
  • Online optimization and bandits problems
  • Gaussian Process Surrogate models
    • Demo
• Lecture 11 - 13/01/2022
• Lecture 12 - 13/01/2022

Author

Gabriele Degola

Grenoble INP - Ensimag, MoSIG DSAI