Info
This channel features several full courses: Foundations of Machine Learning, Computational Modeling: theory and applications, Introduction to Automata Theory. Feel free to use these courses for your own education and/or your own teaching. I am a professor of mathematics at University of Turku, Finland and a data science entrepreneur with Lion Analytics (https://lionanalytics.ai/)). My research and educational interests are at the intersection of mathematics and computer science, especially on machine learning, data science, and mathematical modelling, with applications in medicine and biology. I have a big interest in education, with a passion for making deep mathematical techniques accessible to as many as possible. Machine learning coding assignments available at https://github.com/ionpetre/FoundML_course_assignments
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Joined April 24, 2012
319,868 total views
Finland
Featured video
Full Course: Foundations of Machine Learning
What is machine learning?
5,600 views
Learning associations
3,100 views
Supervised learning
2,900 views
Supervised learning: basic concepts
1,000 views
Unsupervised learning
1,200 views
Reinforcement learning
1,000 views
Learning stages
1,400 views
What is machine learning?
What is machine learning?
5,600 views
Learning associations
3,100 views
Supervised learning
2,900 views
Supervised learning: basic concepts
1,000 views
Unsupervised learning
1,200 views
Reinforcement learning
1,000 views
Learning stages
1,400 views
Introduction to several topics in modern machine learning
Full Course: Introduction to Automata Theory
What is Automata Theory?
1,800 views
1.1 Well-ordered sets
584 views
1.4 Inductive definitions
405 views
1.7 Structural induction
518 views
2.1 What is a Boolean algebra?
294 views
2.3 Truth functions
112 views
Computational Modelling - an introductory course
1.1 - Introduction
7,800 views
3.2 - Analytic model fitting
930 views
3.3 - Empirical model building
1,900 views
Public lectures, presentations
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Gaussian mixture models: introduction
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What is machine learning?
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