Hosted by Dailymotion. For legal issues report at the Copyright Center, report us on DMC, or use the Instant Removal tool.
Gradient descent, how neural networks learn | Deep learning, chapter 2
642 Views • May 18, 2020
Description
Brought to you by you: http://3b1b.co/nn2-thanks
And by Amplify Partners.
For any early stage ML startup founders, Amplify Partners would love to hear from you via [email protected]
To learn more, I highly recommend the book by Michael Nielsen
http://neuralnetworksanddeeplearning.com/
The book walks through the code behind the example in these videos, which you can find here:
https://github.com/mnielsen/neural-networks-and-deep-learning
MNIST database:
http://yann.lecun.com/exdb/mnist/
Also check out Chris Olah's blog:
http://colah.github.io/
His post on Neural networks and topology is particular beautiful, but honestly all of the stuff there is great.
And if you like that, you'll *love* the publications at distill:
https://distill.pub/
For more videos, Welch Labs also has some great series on machine learning:
https://youtu.be/i8D90DkCLhI
https://youtu.be/bxe2T-V8XRs
"But I've already voraciously consumed Nielsen's, Olah's and Welch's works", I hear you say. Well well, look at you then. That being the case, I might recommend that you continue on with the book "Deep Learning" by Goodfellow, Bengio, and Courville.
Thanks to Lisha Li (@lishali88) for her contributions at the end, and for letting me pick her brain so much about the material. Here are the articles she referenced at the end:
https://arxiv.org/abs/1611.03530
https://arxiv.org/abs/1706.05394
https://arxiv.org/abs/1412.0233
Music by Vincent Rubinetti:
https://vincerubinetti.bandcamp.com/album/the-music-of-3blue1brown
------------------
3blue1brown is a channel about animating math, in all senses of the word animate. And you know the drill with YouTube, if you want to stay posted on new videos, subscribe, and click the bell to receive notifications (if you're into that).
If you are new to this channel and want to see more, a good place to start is this playlist: http://3b1b.co/recommended
Various social media stuffs:
Website: https://www.3blue1brown.com
Twitter: https://twitter.com/3Blue1Brown
Patreon: https://patreon.com/3blue1brown
Facebook: https://www.facebook.com/3blue1brown
Reddit: https://www.reddit.com/r/3Blue1Brown
Keywords & Tags
More from User
This problem seems hard, then it doesn't, but it really is
3Blue1Brown
Why do prime numbers make these spirals?
3Blue1Brown
A Curious Pattern Indeed
3Blue1Brown
Snell's law proof using springs
3Blue1Brown
Tips to be a better problem solver [Last lecture] | Lockdown math ep. 10
3Blue1Brown
Tattoos on Math
3Blue1Brown
Related Videos
Download Book Neural Networks and Machine Learning (NATO ASI Series Computer and Systems Sciences) Hardcover PDF
Randholp Phill
Discover the Power of Recurrent Neural Networks (RNNs) | Deep Learning Explained
Shivam
Neural Networks and Deep Learning ExplainedLayers, Learning, and Top Tools (TensorFlow & PyTorch)
Ikram ullah
4.4 Machine Learning Gradient Descent in Practice II - Learning Rate
Sotheara Kang
Deep Learning Fundamentals Explained Neural Networks, Machine Learning vs. Deep Learning, & Real-World Applications
Ikram ullah
2.6 Machine Learning Gradient Descent Intuition
Sotheara Kang