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Course

Machine Learning
Machine Learning
Topics
 Informatics and mathematics
Course content
 What can you learn from your data?
Today's leading companies and organizations are using machine learning to analyze their data and optimize their processes in almost all areas of business. In this course, you will learn to master the essential machine learning models in Matlab, Python, or R. You will develop a strong intuition of different machine learning algorithms, and decide which methods to apply on a given problem. You will become proficient in specific topics like model construction (feature extraction, dimensionality reduction, cross-validation, and model selection); supervised learning (linear regression, logistic classification, decision trees, artificial neural networks, and ensemble learning); and unsupervised learning (hierarchical clustering, kernel density estimation, mixture modeling, association mining, and outlier detection). In particular, the course will establish the major steps in any machine learning pipeline from preparing the data, to modeling the data and disseminating the results, and throughout the course we encourage participants to apply the methods learned on their own data and problem domains. This course builds on the successful DTU course and textbook: "Introduction to Machine Learning and Data Mining", and is taught by DTU Associate Professors Morten Mørup and Mikkel N. Schmidt who have 10+ years of experience in machine learning research.
Participant profile
 Target audience: The target audience is anyone who is interested in machine learning, who is comfortable with 1st year university math (linear algebra and basic probability) and ready to endeavor into creating and programming machine learning algorithms.
Prerequisites
 Linear algebra
Basic probability theory
Basic programming skills in either Matlab, Python, or R.
The course will be given in English
Price (excl. VAT) EUR 2,667

24-08-2020 - 28-08-2020
DTU, Lyngby Campus
Morten Mørupmmor@dtu.dk
Mikkel Nørgaard Schmidtmnsc@dtu.dk45255270DTU Compute
Language
 English
Link of description
 http://www.compute.dtu.dk/Efteruddannelse/Courses/Machine-Learning
Contact person
 Morten Mørup  -  mmor@dtu.dk  -  45253900
Top
Anker Engelunds vej 1101 A2800 Kgs. Lyngby  DenmarkPhone +45 45254525EAN-no. 5798000430839