technifyed

Université de Montréal via edX

Apprivoiser l’apprentissage automatique

Overview

J’entends et j’oublie,

Je vois et je me souviens,

Je fais et je comprends.

Quelle belle citation de Confucius pour expliquer qu’on apprend mieux en pratiquant un nouveau concept qu’en lisant simplement à son sujet. S’adressant principalement aux professionnels, ainsi qu’à tout apprenant ayant un intérêt pour l’apprentissage automatique (AA), ce MOOC vous permettra d’acquérir les connaissances de base en AA, d’expliquer son fonctionnement et de vous pratiquer à l’aide de tutoriels en Python.

What you'll learn

  • Définir les notions fondamentales de l'apprentissage automatique telles que sous/sur-apprentissage, validation, optimisation.
  • Identifier le type d'un problème d'apprentissage automatique donné (Ex., supervisé / non-supervisé).
  • Expliquer le fonctionnement et les mécanismes de l’apprentissage automatique.
  • Identifier les besoins en données pour la réalisation d’un projet en AA.
  • Utiliser l’application Colab pour écrire et exécuter du code Python.
  • Analyser les courbes de performances en entraînement et en validation d’un algorithme d'apprentissage afin d’établir un diagnostic sur le choix des hyperparamè…

Skills you'll practise

Artificial IntelligenceMachine LearningTurbinesAdvanced MathematicsDiabetes MellitusPython (Programming Language)Sensors

Advantages and disadvantages

Advantages

  • University courses you can audit for free, with lectures, readings and practice quizzes.
  • A verified certificate from the university if you pay for it.
  • Self-paced: start any time.

Disadvantages

  • Graded assignments and the certificate need the paid track.
  • Audit access can expire a few weeks after the course ends.
  • Learning is free, but the certificate costs money.
  • Some parts (graded work, certificate) are paid.
  • Taught in French.

Some points apply to every course of this kind; see how we rank.

Free to audit

  • Free: Choose "Audit this course" when you enrol: lectures, readings and practice are free.
  • Paid: Graded assignments and the verified certificate (Certificate $239). Audit access may end after the course closes.

Before you start

Prérequis: Connaissance de base de l'algèbre linéaire et du calcul différentiel. Connaissance de base en programmation Python.

Taught by

  • Audrey DurandPh.D, Professeure adjointe,
  • Christian GagnéPh.D, ing., Professeur titulaire, Département de génie électrique et de génie informatique
  • Pascal GermainPh.D, Professeur adjoint
  • Gauthier GidelPh.D, Professeur adjoint
  • Guillaume RabusseauPh.D, Professeur adjoint
  • Quentin BertrandPh.D, Chercheur postdoctoral
  • Pierre GravelPh.D, Scientifique des données
  • Marouane YassineCandidat M. Sc., Scientifique des données

Université de Montréal is in Tier 3: good universities, respected companies, nonprofits and well-known teachers of our institution ranking (76/100).

Similar courses

Compare these

Harvard University · YouTube

CS50's Introduction to Programming with Python (CS50P) 2022

This is CS50P, CS50's Introduction to Programming with Python. Register for free at https://cs50.edx.org/python. Slides and source code at https://cs50.harvard.edu/python. Playlist at https://www.youtube.com/playlist?list=PLhQjrBD2T3817j24-GogXmWqO5Q5vYy0V. An introduction to programming using a la…

Free video11 videos, 16 hours

Massachusetts Institute of Technology · YouTube

MIT 6.100L Introduction to CS and Programming using Python, Fall 2022

Instructor: Ana Bell View the complete course: https://ocw.mit.edu/courses/6-100l-introduction-to-cs-and-programming-using-python-fall-2022/ *Note: Lectures 6, 10 have been updated! This subject is aimed at students with little to no programming experience. It aims to provide students with an under…

Free video26 videos, 28 hours

Harvard University · YouTube

CS50's Web Programming with Python and JavaScript (CS50W) 2020

This is CS50W, CS50's Web Programming with Python and JavaScript. Register for free at https://cs50.edx.org/web. Slides and source code at https://cs50.harvard.edu/web. This course picks up where Harvard University’s CS50 leaves off, diving more deeply into the design and implementation of web apps…

Free video10 videos, 14 hours

Harvard University · YouTube

CS50's Introduction to Artificial Intelligence with Python 2023

This course explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like game-playing engines, handwriting recognition, and machine translation. Through hands-on projects, students gain exposure to the theory beh…

Free video8 videos, 12 hours

Harvard University · YouTube

CS50's Introduction to Artificial Intelligence with Python 2020

This course explores the concepts and algorithms at the foundation of modern artificial intelligence, diving into the ideas that give rise to technologies like game-playing engines, handwriting recognition, and machine translation. Through hands-on projects, students gain exposure to the theory beh…

Free video8 videos, 13 hours

Harvard University · YouTube

CS50's Web Programming with Python and JavaScript

Learning objectives This course picks up where Harvard University's CS50 leaves off, diving more deeply into the design and implementation of web apps with Python, JavaScript, and SQL using frameworks like Flask, Django, and Bootstrap. Topics include database design, scalability, security, and user…

Free video13 videos, 20 hours

Enter your email and the official page opens. Phone is optional.