I Tried Coding a Neural Network to Identify Doodles
Sebastian Lague
Aug 12, 2022 16:51
Create an account to hide videos, mark them watched, or save them to Don't Miss.
Create an account to hide videos, mark them watched, or save them to Don't Miss.
Create an account to hide videos, mark them watched, or save them to Don't Miss.
Chapters
Exploring how neural networks learn by programming one from scratch in C#, and then attempting to teach it to recognize various doodles and images.
Support my work (and get early access to new videos and source code) on Patreon or Nebula
* Patreon: https://www.patreon.com/SebastianLague
* Nebula: https://go.nebula.tv/sebastianlague
Source code and Demo:
* GitHub: https://github.com/SebLague/Neural-Network-Experiments
* Demo: https://sebastian.itch.io/neural-network-experiment
Training Data:
* Digits: http://yann.lecun.com/exdb/mnist/
* Fashion: https://github.com/zalandoresearch/fashion-mnist
* Doodles: https://github.com/googlecreativelab/quickdraw-dataset
* Cifar10: https://www.cs.toronto.edu/~kriz/cifar.html
Chapters
Music:
Cosmic Waves - Michael FK
Amber - The Stolen Orchestra
Beyond the Horizon - Sounds Like Sander
Air - Assaf Ayalon
Purest Form - Sounds Like Sander
Hear Wide Open - Sounds Like Sander
Universal Wonder - Moments
Roman P - Moments
All In Good Time - Shimmer
It Will Come Back - The Stolen Orchestra
Frontier - Shimmer
New Moon - Cloud Wave
Sunflower - Cody Martin
Inner Peace - Moments
Enchanted - Cody Martin
Just Around The Corner - Shimmer
Education