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Introducing Machine Learning Brick by Brick Series

The first book is available:

Machine Learning Brick by Brick, Epoch 1: Using LEGO® to Teach Concepts, Algorithms, and Data Structures (ISBN-13: 978-1912636501)

Series ISBN-13: 978-1-912636105

The following experimental modeling slides are available for download:

Part 1
Part 2
Part 3
Part 4

Also:

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