Machine Learning and Data Mining with Python

About

This 6-day course will familiarize participants with Machine Learning and Data Mining algorithms using the Python programming language. You will learn to recognize the correct machine learning approach for a given problem; furthermore, participants will learn how to implement several different algorithms. The lab classes will use R/Python/Octave and public data sets.

Target group

The program targets
Academics
Professionals
PhD Students/DBA students
Post-Doctoral students
Post-graduates students

Who is the program designed for:
Participants should be familiar with programming. No prior knowledge of the Python programming language is necessary. Also participants need to know basic statistics. The course is appropriate for doctoral students and researchers that want to use Machine Learning and Data Mining techniques.

Course aim

Learning outcomes
The learning outcomes for participants are:
Understand the principles of Machine Learning and Data Mining
Being able to apply Regression algorithms
Being able to apply Classification algorithms
Being able to apply Clustering algorithms
Familiarize with Artificial Neural Networks, Support Vector Machines and Graphical Models

Fee info