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Here's how to get MNIST, from the sklearn docs:

>> from sklearn.datasets import fetch_mldata
>> mnist = fetch_mldata('MNIST original', data_home=custom_data_home)

I think the handwritten digits dataset used in the presentation is just a subset of MNIST; MNIST is 28x28 and the handwritten digits are 8x8.

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