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Applied Data Science: Machine Learning

Diploma / certificato del formatore

Ecole polytechnique fédérale de Lausanne (EPFL)

Categorie
Luogo di formazione

A distanza

Lingua di insegnamento

inglese

Tipo di formazione

Perfezionamento: formazioni lunghe

Modalità temporali

A scelta

Ambiti

Studi e curricoli in informatica

Swissdoc

7.566.2.0 - 7.563.2.0

Aggiornato il 01.05.2023

Descrizione

Descrizione della formazione

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.

Piano di formazione

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.

Ammissione

Condizioni d'ammissione

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.

Link verso l'ammissione

Costi

CHF 490.- per month

Diploma

  • Diploma / certificato del formatore

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

Informazioni pratiche

Luogo / indirizzo

  • A distanza

Svolgimento temporale

Inizio

We enroll learners in this course on a rolling basis.

Durata

450 hours.
Self-paced, online learning.

Modalità temporali

  • A scelta

Lingua di insegnamento

  • inglese

Link

orientamento.ch