10.6: Neural Networks: Matrix Math Part 1 - The Nature of Code
136.3 هزار بار بازدید -
7 سال پیش
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In this video, I introduce
In this video, I introduce the idea of "Linear Algebra" and explore the matrix math required for a simple neural network library. Code: https://thecodingtrain.com/tracks/neu...
💻 Code Example: https://github.com/CodingTrain/Toy-Ne...
🎥 Previous: 10.5: Neural Networks: Multilayer Per...
🎥 Next: 10.7: Neural Networks: Matrix Math Pa...
References:
🔗 Intelligence and Learning: https://github.com/nature-of-code/NOC...
🔗 Brendan Fortuner's Linear algebra cheat sheet for deep learning: https://towardsdatascience.com/linear...
🔗 Math.js: https://mathjs.org
🔗 GPU.js: https://gpu.rocks/#/
Videos:
🔗 Khan Academy's Linear Algebra class: https://www.khanacademy.org/math/line...
🔗 Essence of linear algebra
Timestamps:
0:00 Hello!
2:19 Vectors and Matrices
4:00 Scalar operations
4:22 Element-wise operations
5:23 Dot Product
8:29 What is a matrix?
10:45 Write a matrix function
12:30 Initialize the values
14:56 Add functions for scalar operations
17:24 Outro
Editing by Mathieu Blanchette
Animations by Jason Heglund
Music from Epidemic Sound
🚂 Website: https://thecodingtrain.com/
👾 Share Your Creation! https://thecodingtrain.com/guides/pas...
🚩 Suggest Topics: https://github.com/CodingTrain/Sugges...
💡 GitHub: https://github.com/CodingTrain
💬 Discord: https://thecodingtrain.com/discord
💖 Membership: http://youtube.com/thecodingtrain/join
🛒 Store: https://standard.tv/codingtrain
🖋️ Twitter: Twitter: thecodingtrain
📸 Instagram: Instagram: the.coding.train
🎥 Coding Challenges
🎥 Start learning here!
🔗 p5.js: https://p5js.org
🔗 p5.js Web Editor: https://editor.p5js.org/
🔗 Processing: https://processing.org
📄 Code of Conduct: https://github.com/CodingTrain/Code-o...
This description was auto-generated. If you see a problem, please open an issue: https://github.com/CodingTrain/thecod...
#neuralnetworks #matrixalgebra #javascript
💻 Code Example: https://github.com/CodingTrain/Toy-Ne...
🎥 Previous: 10.5: Neural Networks: Multilayer Per...
🎥 Next: 10.7: Neural Networks: Matrix Math Pa...
References:
🔗 Intelligence and Learning: https://github.com/nature-of-code/NOC...
🔗 Brendan Fortuner's Linear algebra cheat sheet for deep learning: https://towardsdatascience.com/linear...
🔗 Math.js: https://mathjs.org
🔗 GPU.js: https://gpu.rocks/#/
Videos:
🔗 Khan Academy's Linear Algebra class: https://www.khanacademy.org/math/line...
🔗 Essence of linear algebra
Timestamps:
0:00 Hello!
2:19 Vectors and Matrices
4:00 Scalar operations
4:22 Element-wise operations
5:23 Dot Product
8:29 What is a matrix?
10:45 Write a matrix function
12:30 Initialize the values
14:56 Add functions for scalar operations
17:24 Outro
Editing by Mathieu Blanchette
Animations by Jason Heglund
Music from Epidemic Sound
🚂 Website: https://thecodingtrain.com/
👾 Share Your Creation! https://thecodingtrain.com/guides/pas...
🚩 Suggest Topics: https://github.com/CodingTrain/Sugges...
💡 GitHub: https://github.com/CodingTrain
💬 Discord: https://thecodingtrain.com/discord
💖 Membership: http://youtube.com/thecodingtrain/join
🛒 Store: https://standard.tv/codingtrain
🖋️ Twitter: Twitter: thecodingtrain
📸 Instagram: Instagram: the.coding.train
🎥 Coding Challenges
🎥 Start learning here!
🔗 p5.js: https://p5js.org
🔗 p5.js Web Editor: https://editor.p5js.org/
🔗 Processing: https://processing.org
📄 Code of Conduct: https://github.com/CodingTrain/Code-o...
This description was auto-generated. If you see a problem, please open an issue: https://github.com/CodingTrain/thecod...
#neuralnetworks #matrixalgebra #javascript
7 سال پیش
در تاریخ 1396/04/11 منتشر شده
است.
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