Linear Algebra 101 for AI/ML – Dot Product, Embeddings(trybackprop.com)

9 pointsby trybackprop2 ปีที่แล้ว6 comments

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

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

5 comments

trybackprop2 ปีที่แล้ว

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...

mliker2 ปีที่แล้ว

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

trybackprop2 ปีที่แล้ว

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.

mliker2 ปีที่แล้ว

Any plans for future articles?

coolThingsFirst2 ปีที่แล้ว

Where Part 3?

coolThingsFirst2 ปีที่แล้ว

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

waiting for the next part.

[deleted]2 ปีที่แล้ว