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Introducing Machine Learning Brick by Brick Series

The first book is planned for 2020:

Machine Learning Brick by Brick: Using LEGO® to Teach Concepts, Algorithms, and Data Structures (ISBN: 978-1912636105)

In the mean time the following draft slides are available for download:

Part 1

Also:

The presentation that shows algebraic notation, vector and matrix multiplication.
Picture example of clustering: