Modberge / Deep_to_learning

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

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