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Applied Data Science: Machine Learning

Diplom / Zertifikat des Anbieters

Ecole polytechnique fédérale de Lausanne (EPFL)

Kategorien
Ausbildungsort

Fernunterricht

Unterrichtssprache

Englisch

Ausbildungstyp

Weiterbildung: Lehrgänge

Zeitliche Beanspruchung

Frei wählbar

Ausbildungsthemen

Informatik: Studien und Lehrgänge

Swissdoc

7.566.2.0 - 7.563.2.0

Aktualisiert 01.05.2023

Beschreibung

Beschreibung des Angebots

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.

Aufbau der Ausbildung

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.

Voraussetzungen

Zulassung

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 zur Zulassung

Kosten

CHF 490.- per month

Abschluss

  • Diplom / Zertifikat des Anbieters

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

Praktische Hinweise

Ort / Adresse

  • Fernunterricht

Zeitlicher Ablauf

Beginn

We enroll learners in this course on a rolling basis.

Dauer

450 hours.
Self-paced, online learning.

Zeitliche Beanspruchung

  • Frei wählbar

Unterrichtssprache

  • Englisch

Links

berufsberatung.ch