Machine learning classroom

@mlclassroom · 2,310 subscribers · 315,008 views · 262 videos · FI · last upload 05 Apr 2026 · community-listed, not yet claimed · Watch on YouTube

About

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

Boards

#99 in Best AI & ML Channel

Recent uploads

2.7.2 The minimisation of finite automata: the formal construction
2.3.1 What is a finite automaton?
Stability & reproducibility of explanations
Counterfactual explanations
Gradient-based explanations (saliency maps)
Shapley Additive Explanations (SHAP)
LIME: local interpretable model-agnostic explanations
Permutation importance
Intrinsically interpretable models
What is an explanation in machine learning?
Graph Neural Networks: expressivity, limitations, and practice
Graph Neural Networks: predicit graph properties from node embeddings

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