A friendly introduction to linear algebra for ML (ML Tech Talks)

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In this session of Machine Learning Tech Talks, Tai-Danae Bradley, Postdoc at X, the Moonshot Factory, will share a few ideas for linear algebra that appear in the context of Machine Learning.

Chapters:
0:00 - Introduction
1:37 - Data Representations
15:02 - Vector Embeddings
31:52 - Dimensionality Reduction
37:11 - Conclusion

Resources:

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Not only a friendly introduction but also a friendly person to listen to. Very well done. Thanks.

EvertRoz
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This is a beautiful example of how mathematics should be explained

nabeelhasan
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One of the best talks I have ever seen on Math and ML.

JBoya
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I would looove to learn more maths from Tai-Danae Bradley. This just popped up in my feed and I love how she explains stuff. Great teaching right here.

trackhero
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Years of learning linear algebra and this roughly 40 min video just put everything into perspective, wow. I had picked up Steve Brunton's Data-Driven Science and Engineering book a few years ago to learn data science and just a few pages in, I run into SVD and all these terminologies that he provided codes for how to compute, but I was just missing the whole point. Watching this video, I think most of those concepts make sense now. Thanks, Tai-Danae Bradley and TensorFlow, for this simple and clear explanation.

ib_parametres
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The best talk I have ever seen. I smiled when she explained issues I have always struggled with and I left feeling like an expert...Her warm smile and sweet voice is mind blowingly calming

abiiranathan
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I've studied linear algebra and all kind of math for a long time. And this presentation is one of the most beautiful things I've seen. I'm touched. I can't even think about a better way to explain the same thing better than this.. Why i saw this so late? I feel I lost my time too much.

hyunbyungpark
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I would love it if you were to upload more long-form talks like this one. amazing content!

Galmion
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Wow. What a lecture. Tons of info in. Such a short span of time with great clarity. Need more of such short and sweet lectures. Big thanks to the lecturer.

waatchit
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I am such a visual learner and appreciate all the diagrams and color coding it made everything so much more clearer!!!

powerranger
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Thank you for the video. As someone learning ML and with a little rusty linear algebra understanding this was a perfect intro. 👍

ToreyLittlefield
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I don't believe that she is only a mathematician. Very nice explanation from a mathematician I have ever seen.

ulugbeksalaev
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Coming from Computer science background, lady you are genius! man I have done College Linear Algebra and ML courses, but your explaination really made me appreciate these concepts much more - So thank you and God bless you!

amosmunezero
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Love the way you put cartoons and examples. Need more courses like this!

gnsmrkyy
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I subscribed just after a few minutes of listening. I’m a dad and my son will be studying computer engineering this fall. You made linear algebra fun again. Please keep more of math and related topics coming soon. Looking forward to more math.

narongsakkerdpol
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Excellent presentation and voice! Math should always start with intuition and not generalized formula. Love this!

chaochaisit
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Finally! An advanced topics such as Linear Algebra for ML!!

supersql
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@Ms Bradley: Amazing! These intuitive overviews are so rare, but yours is just short of brilliant. Thank you very much.

HitAndMissLab
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I cant thank you enough for this detour...this came at the right moment when I wanted a context

paedrufernando
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Bravo! One of the best intro to Linear Algebra videos I've come across on YT!

bluestar