How Computers Learn | Neural Networks Explained (Gradient Descent & Backpropagation)
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In the last video in this series, we went through an intuitive example, starting from scratch and layer-by-layer hand-building a neural network that can classify patterns in an input image.
The focus of this video then will continue right were the last one left off, as we delve into how these networks are actually able to ‘learn’.
00:00 Intro
0:27 How Computers Learn
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Soundtrack ➤
♫ 00;00 "Clair de Lune" by RELAYER
♫ 00;27 "Sun" by HOME
♫ 02;52 "Flood" by HOME
♫ 06;09 "If I'm Wrong" by HOME
♫ 08;43 "Resonance" by HOME
♫ 12;08 "Accelerated" by Miami Nights 1984
♫ 12;57 "June" by Aire Atlantica
Sources ➤
[1]https://www.cs.toronto.edu/~hinton/absps/NatureDeepReview.pdf
[2]https://www.youtube.com/watch?v=ILsA4nyG7I0 (How Deep Neural Networks Work – Brandon Rohrer)
[3]https://www.youtube.com/watch?v=aircAruvnKk (But What *is* A Neural Network? | Deep Learning, Chapter 1 – 3Blue1Brown)
[4]https://www.youtube.com/watch?v=IHZwWFHWa-w (Gradient Descent, How Neural Networks Learn | Deep Learning, Chapter 2 – 3Blue1Brown)
[5]https://medium.com/the-theory-of-everything/understanding-activation-functions-in-neural-networks-9491262884e0
[6]https://machinelearningmastery.com/rectified-linear-activation-function-for-deep-learning-neural-networks/
[7]https://medium.com/@devnag/machine-learning-representation-evaluation-optimization-fc7b26b38fdb
[8]https://www.youtube.com/watch?v=bVQUSndDllU (Neural Networks [E01: Introduction] – Sebastian Lague)
[9]https://www.youtube.com/watch?v=Ilg3gGewQ5U (Backpropagation Calculus | Deep Learning, Chapter 4 – 3Blue1Brown)
Producer ➤ Ankur Bargotra
Follow The Producers Social Media Accounts ➤
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Видео How Computers Learn | Neural Networks Explained (Gradient Descent & Backpropagation) канала Futurology — An Optimistic Future
https://earthone.io/
In the last video in this series, we went through an intuitive example, starting from scratch and layer-by-layer hand-building a neural network that can classify patterns in an input image.
The focus of this video then will continue right were the last one left off, as we delve into how these networks are actually able to ‘learn’.
00:00 Intro
0:27 How Computers Learn
Become A Member & Help Us Grow ➤
https://subscribe.futurology.earthone.io/member
Learn More About Us Here ➤
https://futurology.earthone.io
Join Our Discord ➤
https://subscribe.futurology.earthone.io/discord
Soundtrack ➤
♫ 00;00 "Clair de Lune" by RELAYER
♫ 00;27 "Sun" by HOME
♫ 02;52 "Flood" by HOME
♫ 06;09 "If I'm Wrong" by HOME
♫ 08;43 "Resonance" by HOME
♫ 12;08 "Accelerated" by Miami Nights 1984
♫ 12;57 "June" by Aire Atlantica
Sources ➤
[1]https://www.cs.toronto.edu/~hinton/absps/NatureDeepReview.pdf
[2]https://www.youtube.com/watch?v=ILsA4nyG7I0 (How Deep Neural Networks Work – Brandon Rohrer)
[3]https://www.youtube.com/watch?v=aircAruvnKk (But What *is* A Neural Network? | Deep Learning, Chapter 1 – 3Blue1Brown)
[4]https://www.youtube.com/watch?v=IHZwWFHWa-w (Gradient Descent, How Neural Networks Learn | Deep Learning, Chapter 2 – 3Blue1Brown)
[5]https://medium.com/the-theory-of-everything/understanding-activation-functions-in-neural-networks-9491262884e0
[6]https://machinelearningmastery.com/rectified-linear-activation-function-for-deep-learning-neural-networks/
[7]https://medium.com/@devnag/machine-learning-representation-evaluation-optimization-fc7b26b38fdb
[8]https://www.youtube.com/watch?v=bVQUSndDllU (Neural Networks [E01: Introduction] – Sebastian Lague)
[9]https://www.youtube.com/watch?v=Ilg3gGewQ5U (Backpropagation Calculus | Deep Learning, Chapter 4 – 3Blue1Brown)
Producer ➤ Ankur Bargotra
Follow The Producers Social Media Accounts ➤
https://twitter.com/enchorb
http://www.snapchat.com/add/enchorb
http://www.instagram.com/enchorb
Видео How Computers Learn | Neural Networks Explained (Gradient Descent & Backpropagation) канала Futurology — An Optimistic Future
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25 октября 2020 г. 17:00:07
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