eLearn CSC

Kurssilla opetellaan tunnistamaan liikennevaloja

This Course is created to be a template that can be used as a starting point to create eLena Courses with certificates and feedback form for LUMI courses.

This two-day course aims at giving the fundamental, essential concepts of machine learning. The course focuses on simplified key concepts from statistical, probabilistic and computational principles, and their relation to machine learning. This will aid in interpreting and explaining, to an extent, a models behavior, and helping in evaluating is a machine learning approach feasible to a particular application. The course focuses on supervised and unsupervised approaches, and model selection.The course is organized on site at CSC. A Zoom option will be provided for those whom register to course but cannot make it on site. Hands-on exercises will be done using the Python language in CSC Notebooks environment (https://notebooks.csc.fi/).Learning outcomes: To obtain ideas on what to look out for when a given problem can be solved using supervised or unsupervised learning tools, is a machine learning suitable to your application, and focus on interpreting and explaining models.This course is for students, researchers or in industry that are new and wants to get into applying machine learning methods in their applications. Also those whom have been using machine learning might also benefit from this course.Prerequisites: Basics of the Python language is assumed but not mandatory. Additionally basic notions of statistics and probability will be beneficial, however basic notions will be explained as methods and approaches are introduced.

This course is tailored for users who have previous experience with R and want to get started using R in CSC supercomputers.

"This is what everyone should know about our HPC environment when launching jobs!"

To access and use supercomputers like Puhti and Mahti, you need to be able to work with text-based Command Line Interface (CLI). This is a new challenge to many people who are more used to using Graphical User Interfaces (GUI) in Windows and macOS. This course provides users with "basic command line skills" that are a prerequisite in many CSC courses. To make sure you get the most out of the other courses, please go through this material and skill tests first. Happy journey on the command line!