Linear Algebra 101 for AI/ML – Dot Product, Embeddings

[trybackprop]

https://www.trybackprop.com/blog/linalg101/part_2_dot_product

[trybackprop]

Learn the linear algebra you need to know for AI/ML. This covers the dot product both algorithmically and visually and applies it to machine learning embeddings. This article also contains visualizations and two interactive playgrounds, the Interactive Dot Product Playground [0] and the Interactive Embedding Explorer [1] (best viewed with laptop or desktop!) to reinforce the concepts that are taught.

[0] https://www.trybackprop.com/blog/linalg101/part_2_dot_produc...

[1] https://www.trybackprop.com/blog/linalg101/part_2_dot_produc...

[mliker]

This looks incredible! How did you create the interactive playgrounds and vectors plots?

[trybackprop → mliker]

Thanks! I built the interactive playgrounds with React in TypeScript, a lot of SVG manipulation. All of this was built with either Python for visuals or React in general.

[mliker → trybackprop]

Any plans for future articles?

[coolThingsFirst]

Where Part 3?

[coolThingsFirst]

keep doing this, it's great work and don't get disheartened.

waiting for the next part.