Machine Learning and Data Mining using Python

Course content
The 6-day course will focus on the following areas: 
  • Introduction to Machine Learning
  • Regression
  • Classification
  • Clustering
  • Dimensionality Reduction
  • Graphical Models
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

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.