データセット一覧

機械学習の手法の勉強や，手法のベンチマークなどに使うデータセットの一覧です．

Synthetic datasets

dataset	Classes	Instances	Dimension	function
blobs	k	N	d	sklearn.datasets.make_blobs
moons	2	N	2	sklearn.datasets.make_moons
circles	2	N	2	sklearn.datasets.make_circles
S curve	1	N	2	sklearn.datasets.make_s_curve
swiss roll	1	N	2	sklearn.datasets.make_swiss_roll

Datasets

dataset	Classes	Instances	Dimension	function
Iris	3	150	4	sklearn.datasets.load_iris
Wine	3	178	13	sklearn.datasets.load_wine
Libras Movement	15	360	91
Ecoil	8	336	7
Yeast	10	1484	8
Glass	7	214	9
Spam	2	4601	57
CNAE-9	9	1080	857

Image datasets

dataset	Classes	Instances	Dimension	function
Handwritten digits	10	5620	8 * 8	sklearn.datasets.load_digits
MNIST	10	60,000 (training) 10,000 (test)	28 * 28	torchvision.datasets.MNIST
Fasion MNIST	10	60,000 (training) 10,000 (test)	28 * 28	torchvision.datasets.FashionMNIST
CIFAR-10	10	60000 (50000 training images and 10000 test images)	32 * 32	torchvision.datasets.CIFAR10
STL10	10	500 training images, 800 test images per class	96 * 96	torchvision.datasets.STL10
Olivetti face images	40	400	92 * 112 (64 * 64)	sklearn.datasets.fetch_olivetti_faces
Stanford Dogs Dataset	120	20580	375 * 50

Shape data

dataset	classes	Objects	Dimension
t4.8k	6	8000	2
t7.10k	9	8000	2
Complex9	9	3031	2
t8.8k	8	10000	2
Aggregation	7	788	2
Spiral	3	312	2
D31	31	3100	2
R15	15	600	2
Flame	2	240	2
Compound	6	399	2
pathbased	3	300	2