Mathematics for Machine Learning

Mathematics for Machine Learning

Course
en
English
64 h
This content is rated 0 out of 5
Source
  • From www.coursera.org
Conditions
  • Self-paced
  • Course from 40 €
  • Fee-based Certificate
More info
  • 3 Sequences
  • Intermediate Level

Their employees are learning daily with Edflex

  • Safran
  • Air France
  • TotalEnergies
  • Generali
Learn more

Course details

Syllabus

  • Course 1: Mathematics for Machine Learning: Linear Algebra
  • Course 2: Mathematics for Machine Learning: Multivariate Calculus
  • Course 3: Mathematics for Machine Learning: PCA

Prerequisite

No prior experience required.

Instructors

David Dye
Professor of Metallurgy, Department of Materials

A. Freddie Page
Strategic Teaching Fellow, Dyson School of Design Engineering

Samuel J. Cooper
Senior Lecturer, Dyson School of Design Engineering

Marc Peter Deisenroth
Lecturer in Statistical Machine Learning, Department of Computing

Editor

Imperial College London (legally Imperial College of Science, Technology and Medicine) is a public research university located in London. In 1851, Prince Albert built his vision of an area for culture, including the Victoria and Albert Museum, Natural History Museum, Royal Colleges, Royal Albert Hall, and the Imperial Institute. In 1907, Imperial College was established by royal charter, merging the Royal College of Science, Royal School of Mines, and City and Guilds of London Institute. In 1988, the Imperial College School of Medicine was formed by combining with St Mary's Hospital Medical School. In 2004, Queen Elizabeth II opened the Imperial College Business School.

The main campus is located in South Kensington, with an innovation campus in White City. The college also has a research centre at Silwood Park, and teaching hospitals throughout London. The university focuses exclusively on science, engineering, medicine, and business. Imperial has an international community, with more than 59% of students from outside the UK and 140 countries represented on campus.

In 2019–20, Imperial is globally ranked 9th in the Times Higher Education World University Rankings, 9th in the QS World University Rankings, 24th in the Academic Ranking of World Universities, and 8th in Reuters The World's Most Innovative Universities. Student, staff, and researcher affiliations include 14 Nobel laureates, 3 Fields Medalists, 1 Turing Award winner, 74 Fellows of the Royal Society, 87 Fellows of the Royal Academy of Engineering, and 85 Fellows of the Academy of Medical Sciences.

Platform

Coursera is a digital company offering massive open online course founded by computer teachers Andrew Ng and Daphne Koller Stanford University, located in Mountain View, California. 

Coursera works with top universities and organizations to make some of their courses available online, and offers courses in many subjects, including: physics, engineering, humanities, medicine, biology, social sciences, mathematics, business, computer science, digital marketing, data science, and other subjects.

This content is rated 4.5 out of 5
(no review)
This content is rated 4.5 out of 5
(no review)
Complete this resource to write a review