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Fundamentals of Machine Learning

9.6.2022 09:00 +03:00 EEST - 10.6.2022 16:00 +03:00 EEST

CSC Training Facilities & Online

This two-day course gives a fundamental approach to machine learning models, towards designing an interpretable model to a given problem. From key statistical, probabilistic and computational principles, the course provides heuristics on how and when to choose a particular machine learning approach to a problem. The course focuses on supervised and unsupervised approaches, and model selection.

The course is organized in hybrid fashion: on site and zoom. Hands-on exercises will be done using the Python language in CSC Notebooks environment (

Learning outcomes: To obtain ideas on what to look out for when a given problem can be solved using supervised or unsupervised learning tools, and focus on designing interpretable models.

Prerequisites: Basics of the Python language is assumed. Additionally basic notions of statistics and probability will be beneficial, however basic notions will be explained as methods and approaches are introduced.


both days from 09:00 to 16:00

Day 1

Course introduction
Supervised Learning
Support Vector Machines
Artificial Neural Networks

Day 2

Nearest Neighbor
Ensemble methods
Model selection
Unsupervised learning

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Sale ends

Sale ends 2.6.2022 23:59


Sale ends 2.6.2022 23:59


Event time


9.6.2022 09:00 +03:00 EEST


10.6.2022 16:00 +03:00 EEST

Event location

CSC Training Facilities & Online

Keilaranta 14
02100 Espoo

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Price 148,80 (incl. VAT)