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Applied Data Science: Machine Learning

Diplôme / certificat de l’institution de formation

Ecole polytechnique fédérale de Lausanne (EPFL)

Catégories
Lieu de formation

A distance

Langue d'enseignement

anglais

Type de formation

Formation continue: formations longues

Modalités temporelles

À la carte

Thèmes de formation

Études et formations en informatique

Swissdoc

7.566.2.0 - 7.563.2.0

Mise à jour 13.11.2024

Description

Description de la formation

Objectifs

  • Give the students hands-on experience in one of the hottest areas of data science
  • Learn techniques and tools for data acquisition, transformation and predictive analysis, ensuring having a solid foundation in working with the entire data pipeline

15 ECTS credits will be awarded to learners who successfully complete the program.

Plan de la formation

The program includes four certified courses and a customizable capstone project:

  • Introduction to Data Analysis with Python
  • Applied Data Analysis
  • Applied Machine Learning 1
  • Applied Machine Learning 2
  • Capstone Project

15 ECTS credits will be awarded to learners who successfully complete the program.

Admission

Conditions d’admission

This course is taught at intermediate-level. The students should have the following skills and abilities prior to registering for this course:

  • English at B2 level
  • A computer with a webcam, microphone and a minimum internet connection of 2Mbps download / 512kbps upload, enabling you to stream videos with sound and to effectively participate in video chats
  • Basic understanding of algebra, geometry, calculus (derivatives), probability and statistics
  • Familiarity with computer environments (what is a program, file system, file formats, terminal, programming language library)
  • Prior experience with any programming language

Public cible

This course is for anyone who wants to gain the skills and understanding to oversee or implement a project that covers the full data science pipeline, including modelling and evaluation.

Coûts

CHF 490.- per month

Diplôme

  • Diplôme / certificat de l’institution de formation

Learners who successfully complete the program earn an EPFL COS (Certificate of Open Studies) Diploma.

Infos pratiques

Lieu / adresse

  • A distance

Déroulement temporel

Début des cours

We enroll learners in this course on a rolling basis.

Durée de la formation

450 hours.
Self-paced, online learning.

Modalités temporelles

  • À la carte

Langue d’enseignement

  • anglais

Liens

orientation.ch