The Art of Randomness: Randomized Algorithms in the Real World (for True Epub) by Ronald T. Kneusel

Author:Ronald T. Kneusel
Language: eng
Format: epub
Publisher: No Starch Press, Inc.
Published: 2024-12-15T00:00:00+00:00

Handwritten Digits

One of the first great successes of the deep learning revolution involved correctly identifying objects in images. While the dataset we’ll build isn’t very advanced comparably, it is part of MNIST, a larger, workhorse dataset commonly used in machine learning. We’ll build a dataset consisting of handwritten 1s, 4s, 7s, and 9s. I selected these four digits because even humans often confuse one for another, so we might expect a machine learning model to do the same (time will tell).

Figure 6-1 shows samples of each digit type.

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