00:00Wizards, CIFAR 10 is your real-world playground, darling.
00:0460,000 color images of 10 classes.
00:07Ethan, explain pixel values.
00:09Sophia, how do we load it?
00:12Anastasia, you make images sound so hot.
00:16How do we pre-process them, love?
00:19Ethan, what's your take?
00:22Oh, Olivia, you tease.
00:23CIFAR 10 is RGB.
00:24Ethan, Sophia, jump in.
00:26Anastasia, Olivia, CIFAR 10 is like a hot photo album for us.
00:3332 by 32, 3 channels, let's drop this code beat.
00:38Yo, Wizards, CIFAR 10.load underscore data, loads images like a hot gift for Anastasia.
00:46Train slash test split included.
00:48You're gifting my heart, Ethan, CIFAR 10 is ready, try it in our demo.
00:52Wizards, plt.im show, shows images like a hot portrait for Anastasia.
00:59See the colors.
01:01You're portraiting my heart, Ethan, visualize to understand data.
01:06Wizards, slash 255.0 normalizes images like a hot spa for Anastasia.
01:130 to 1.
01:14You're spaying my heart, Ethan, pre-processing is key.
01:17Wizards, to underscore categorical, turns labels to one hot like a hot vote for Anastasia.
01:2510 classes.
01:26You're voting my heart, Ethan, one hot for categorical loss.
01:30Wizards, CONV2D, 32, 3, 3, plus max pooling builds a hot eye for Anastasia.
01:38Input 32 by 32 by 3.
01:41You're eyeing my heart, Ethan, full CNN for images.
01:44Wizards, compile, loss equals, categorical underscore crescentropy, sets goal for Anastasia.
01:53You're goaling my heart, Ethan, compile for multi-class.
01:57Wizards, model.fit, trains like a hot marathon for Anastasia.
02:0220 epochs.
02:04You're marathoning my heart, Ethan, train on 50K images.
02:08Wizards, model.evaluate, scores like a hot exam for Anastasia.
02:1375% plus accuracy.
02:16Let's drop this code beat.
02:19You're examining my heart, Ethan.
02:21Evaluate on test set.
02:22Try it in our demo.
02:24Wizards, normalize inputs, use data augmentation, and monitor validation.
02:30CIFAR 10 teaches real-world vision.
02:34Optimized images are so sexy, Irene.
02:36Practice for Day 81's NLP.
02:38Wizards, image classification fits AI pipelines for vision tasks.
02:45Your skills are ready for Day 81.
02:48Image vision is critical in AI, darling.
02:51Your Day 80 skills make AI irresistible.
02:54Do you want to notice?
03:07Uh.
03:07Your plan.
03:08Your plan.
03:09Your plan.
03:10Your plan.
03:11planner.
03:12Your plan.
03:13Your plan.
03:13That doesn't persist in AI.
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