JiaxinZhuang/Deep-Learning

If you are trying to find the download url of specific datasets or some books

Books

1. Deep Learning

2. PRML

3. Reinforcement Learning

Common Datasets for deep learning

Last update on 17 th Sep, 2019,

Few-Shot Tasks

• CUB200-2011, [Official]

• mini-ImageNet, [Google Drive]

• OfficeHome, [Official] [Google Drive]

Image Recognition

• STL10, [Official]
• Tiny-ImageNet, [Official]

Skin Lesion

• Skin-7, [Official]
• SD-198, TODO

Chest-Ray

• Pneumonia, [Official]

Load Dataset

You can find read file under the Dataset directory, containing main function to test data.

#Dataset	#Supported	#Train	#Val	#Mean , STD
CUB200-2011	Y	5,994	5794	[0.485, 0.456, 0.406], [0.229, 0.224, 0.225]
Pneumonia	Y	21,345	5,339	[0.4833, 0.4833, 0.4833], [0.2480, 0.2480, 0.2480]
Skin7	Y	8,010	2,005	[0.7626, 0.5453, 0.5714], [0.1404, 0.1519, 0.1685]
SD198	Y	5,206	1,376	[0.592, 0.479, 0.451], [0.265, 0.245, 0.247]
TinyImageNet	Y	100,000	10,000	[0.480, 0.448, 0.398], [0.230, 0.227, 0.226]