#12 获取MNIST

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created 1 year ago by beiyuan · 1 comments
beiyuan commented 1 year ago
beiyuan commented 1 year ago
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MNIST 数据集可在http://yann.lecun.com/exdb/mnist/获取,图片是以字节的形式进行存储,它包含了四个部分: Training set images: train-images-idx3-ubyte.gz (9.9 MB, 解压后 47 MB, 包含 60,000 个样本) Training set labels: train-labels-idx1-ubyte.gz (29 KB, 解压后 60 KB, 包含 60,000 个标签) Test set images: t10k-images-idx3-ubyte.gz (1.6 MB, 解压后 7.8 MB, 包含 10,000 个样本) Test set labels: t10k-labels-idx1-ubyte.gz (5KB, 解压后 10 KB, 包含 10,000 个标签) 此数据集中,训练样本:共60000个,其中55000个用于训练,另外5000个用于验证。测试样本:共10000个,验证数据比例相同。 数据集中像素值: a)使用python读取二进制文件方法读取mnist数据集,则读进来的图像像素值为0-255之间;标签是0-9的数值。 b)采用TensorFlow的封装的函数读取mnist,则读进来的图像像素值为0-1之间;标签是0-1值组成的大小为1*10的行向量。
beiyuan closed this issue 1 year ago
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