Formal sciences

AI/ML

What artificial intelligence and machine learning are, the tasks they solve, the algorithms behind them, and their limits.

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Introduction to AI/ML

Why learn AI? Terminology Learning Patterns Hype
Tasks

Major tasks

Regressioncoming soon
Classification
Density Estimationcoming soon
Dimensionality Reductioncoming soon
Clusteringcoming soon
Recommendationcoming soon
Forecastingcoming soon
Vision Language
Reasoningcoming soon
Tasks

Minor tasks

Scalingcoming soon
Encodingcoming soon
Missing Valuescoming soon
Class Imbalance
Models

Machine learning algorithms

All ML Algorithms Probabilistic GLM
Neighbourscoming soon
Treescoming soon
SVMcoming soon
Ensemblescoming soon
Neural Networks
Beyond

Extra topics

Systems XAI History Limitations
Resources

Books (all free to read)

Cover of Mathematics for Machine Learning
Free access
Cover of An Introduction to Statistical Learning
Free access
Cover of Dive into Deep Learning
Free access
Cover of Machine Learning Systems
Free access