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Math4ML Exercises: Linear Algebra, cont'd

Weights & Biases 6,131 lượt xem 3 years ago
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In this video, W&B Deep Learning Educator Charles Frye and ML Engineer Scott Condron work through the rest of the linear algebra coding exercise notebook.

To try out the exercises yourself, head here: https://github.com/wandb/edu/tree/main/math-for-ml

For the first half of the linear algebra exercises, head here: https://www.youtube.com/watch?v=99QfjbX6uxg&list=PLD80i8An1OEGZ2tYimemzwC3xqkU0jKUg

Check out the other Math4ML videos here: http://wandb.me/m4ml-videos

00:00 - Teaser
00:16 - Intro
01:20 - Linear algebra as programming
03:11 - Exercise: Shape-checking as type-checking
05:39 - Exercise: Composing two matrices
08:52 - Exercise: Composing four matrices
13:38 - Matrix multiplication as a for loop
19:14 - Exercise: Matrices as batches of vectors
25:14 - Concatenating matrices as parallel programming
35:39 - Exercise: make_repeater
40:21 - The two views of matrices in ML
42:34 - Outro

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