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

trybackprop.com

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

#2

Post by 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...

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

#5

Post by trybackprop »

mliker wrote: post #3

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

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.

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

#6

Post by mliker »

trybackprop wrote: post #5
mliker wrote: post #3

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

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.

Any plans for future articles?
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