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Introduction à l'informatique décisionnellepréorientation ACAD (GSI)

FISE GSI Semester 8 EA: Pre-Orientation ACAD Machine translation

Introduction to Decision Support Systems

Teaching unit pre-orientation ACAD · GI.PS8.ACAD
Course on Celene
3ECTS (EU)
2Coefficient
21:20Hours

Séquencement

C TD C TD C TD C TD C TD C TD C C C TP TP TP TP TP TP TP TP TP

Learning objectives

  • Ability to analyze massive data
  • Understanding the implications of developing automatic learning algorithm

Prerequisites

ModuleTeaching unitSemester
Probabilities and statisticsMathematics and Computer Science 1S5
Application DevelopmentMathematics and Computer Science 3S7

Program

This course is an introduction to the "analysis" and "decision" modules delivered within the ACAD 5th year GSI option.

The first part of the course concerns mastering the use of descriptive statistics in order to be able to identify trends in massive data. Particular attention will be paid to statistics and representations:

  • one-dimensional (mean/median/quartiles, histograms, dispersal boxes)
  • two-dimensional (correlation/covariance)
  • Multi-dimensional (calculation and interpretation of the analysis into main components)

The second part will cover the basics of machine learning approaches. The teaching will be based on linear models to explain the expectations of a machine learning algorithm (overlearning phenomenon, regularization, probabilistic modelling, optimality, etc.).

Assessment

Two TPs rated (one on each part of the course) of equal importance.

Skills

2
Ref.VerbDescriptionLevel
C2_2analyzeMastery of descriptive statistical tools applied to mass data3
C3_1designDesigning simple and reliable machine learning solutions1