2022-05-23 11:50:12 +02:00
|
|
|
# Ressources
|
|
|
|
|
|
|
|
|
|
## Simple Neural Network
|
|
|
|
|
- [3Blue1Brown](https://www.3blue1brown.com/topics/neural-networks)
|
2022-11-03 16:26:03 +01:00
|
|
|
- [Medium](https://medium.com/@14prakash/back-propagation-is-very-simple-who-made-it-complicated-97b794c97e5c)
|
2022-05-23 11:50:12 +02:00
|
|
|
- [Simeon Kostadinov: Understanding Backpropagation](https://towardsdatascience.com/understanding-backpropagation-algorithm-7bb3aa2f95fd)
|
|
|
|
|
- [Tobias Hill: Gradient Descent](https://towardsdatascience.com/part-2-gradient-descent-and-backpropagation-bf90932c066a)
|
2022-11-08 18:03:59 +01:00
|
|
|
- [Adam Optimizer](https://arxiv.org/pdf/1412.6980.pdf)
|
2022-05-23 11:50:12 +02:00
|
|
|
|
|
|
|
|
## Convolutional Neural Network
|
2022-11-03 16:26:03 +01:00
|
|
|
- [The Independent Code](https://www.youtube.com/watch?v=Lakz2MoHy6o)
|
|
|
|
|
|
2022-11-08 18:03:59 +01:00
|
|
|
|
2022-06-03 15:24:09 +02:00
|
|
|
## Jeux de données
|
|
|
|
|
- [MNIST](http://yann.lecun.com/exdb/mnist/)
|
2022-11-03 16:26:03 +01:00
|
|
|
- [ImageNet](https://www.image-net.org/index.php)
|
2022-06-03 15:24:09 +02:00
|
|
|
|
|
|
|
|
## CUDA
|
2023-07-12 14:58:44 +02:00
|
|
|
- Ressources CUDA:
|
|
|
|
|
+ [Documentation Nvidia](https://developer.nvidia.com/blog/easy-introduction-cuda-c-and-c/) (Introduction to cuda C and C++)
|
|
|
|
|
+ [Documentation Nvidia](https://developer.nvidia.com/blog/even-easier-introduction-cuda/) (Even Easier Introduction)
|
|
|
|
|
+ [Présentation Nvidia](https://on-demand.gputechconf.com/gtc-express/2011/presentations/GTC_Express_Sarah_Tariq_June2011.pdf) (Général)
|
|
|
|
|
+ [Présentation Nvidia](https://on-demand.gputechconf.com/supercomputing/2012/presentation/SB021-Ebersole-Intro-CUDA-C-plus-plus.pdf) (threadId, blockId)
|
2022-06-03 15:24:09 +02:00
|
|
|
- [Gestion des erreurs](https://developer.nvidia.com/blog/how-query-device-properties-and-handle-errors-cuda-cc/) (Documentation Nvidia)
|
|
|
|
|
- [Unified Memory](https://on-demand.gputechconf.com/gtc/2017/presentation/s7285-nikolay-sakharnykh-unified-memory-on-pascal-and-volta.pdf) (Présentation Nvidia)
|
2023-07-12 14:58:44 +02:00
|
|
|
- [Query Device Properties](https://developer.nvidia.com/blog/how-query-device-properties-and-handle-errors-cuda-cc/)
|
