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

• coolThingsFirst 2y ago
  Where Part 3?
• trybackprop 2y ago
  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_product#interactive-dot-product-playground https://www.trybackprop.com/blog/linalg101/part_2_dot_produc... [1] https://www.trybackprop.com/blog/linalg101/part_2_dot_product#embeddings-from-openais-clip-model https://www.trybackprop.com/blog/linalg101/part_2_dot_produc...
• mliker 2y ago
  This looks incredible! How did you create the interactive playgrounds and vectors plots?
  • trybackprop 2y ago
    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 2y ago
      Any plans for future articles?
• deleted 2y ago
  [deleted]
• coolThingsFirst 2y ago
  keep doing this, it's great work and don't get disheartened. waiting for the next part.