/Deep_to_learning

This is the code of Dive-into-DL-PyTorch

Primary LanguageJupyter Notebook

This is the repository for Zhejiang university "AI safe"(2021 autumn) homewor#1.

At the same time, it is also the repository for self-study the book "DIVE INTO DEEP LEARNING"

Deep Neural Network

Pytorch

Version

1.9+cu111

Dataset

CIFAR10

To run this homework and get result:

cd ch_5
python ResNet.py

Result

Setting batch_size

batch_size 32 64 128 256 1024
Accuracy 0.7879 0.7672 0.7918 0.7685 0.7839
learn_rate 1e0 1e-1 1e-2 1e-3 1e-4
Accuracy 0.1000 0.3323 0.4822 0.7099 0.6782
num_epoch 1 5 10 15 20
Accuracy 0.5992 0.6764 0.6281 0.6816 0.7179
decay 1e0 1e-1 1e-2 1e-3 1e-4
Accuracy 0.6222 0.7276 0.6787 0.6698 0.7132