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Kick off with 1970s jazz, coffee, and digit classification! Join Anastasia, Irene, Ethan, and Olivia as we build a neural net that reads MNIST digits. Anastasia leads two demos, Ethan drops flirty code. Support at PayPal.me/DailyAIWizard! Get ready for Day 79: CNNs! Subscribe, like, share your ai_digit_classifier.py!

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Transcript
00:00Hey, sexy wizards! Anastasia here, your main moderator, ready to electrify Day 78 of Daily AI Wizards Python for AI series.
00:11After training in Day 77, we're building a digit classification project using MNIST, AI that reads handwriting, for our AI Insight Hub app.
00:21Support our crew with a coffee at HTTPS, ChachJachsBuyMeACoffee.com, Daily AI Wizard, but wait until the end.
00:31Ethan, what's the magic of digit classification? Olivia, how does it build on Day 77?
00:37Hello, brilliant wizards! I'm Irene, guiding with warmth.
00:42Digit classification is a classic deep learning project. Our demos will make your AI see.
00:49Love our content?
00:51Yo, wizards, Ethan's here, dropping spicy digicode with winks for Anastasia and Olivia.
00:5828x28 pixels, 10 classes. Let's crank this AI vision to 11.
01:04Olivia here, darlings. I'll sprinkle flirty tips, ask Anastasia questions, and chat with Ethan to keep your digit learning hot.
01:13Ready to see AI read, wizards?
01:15Wizards, digit classification is your AI vision crush, darling. It reads handwritten numbers.
01:22Ethan, explain MNIST? Olivia, how does it build on Day 77?
01:28Minist is the hello world of deep learning, 60,000 training images.
01:33Our demos will show full pipeline. Support us with a coffee at the end.
01:37Today, we're seducing you with digit magic. You'll master MNIST loading, pre-processing, neural net training, evaluation, and app integration.
01:47Olivia, what's the app focus? Ethan, any code highlights?
01:52Anastasia leads app demos with passion. Ethan drops hilarious code explanations.
01:58We're guiding you to master digit classification and prep for Day 79 CNNs.
02:05Wizards, meet your Day 78 dream team.
02:09Anastasia's our main moderator with flirty charm. I'm guiding with warmth.
02:13Ethan's our code comedian, flirting with Anastasia and Olivia.
02:17Oh, Irene, you're a gem. I'm leading app demos with passion, Ethan's stealing hearts with code, and Olivia's tossing flirty tips.
02:26We're here to make you digit superstars.
02:29Wizards, MNIST is your digit playground, darling. 70,000 images of handwritten digits.
02:34Ethan, explain pixel values. Olivia, how do we load it?
02:38Anastasia, you make digits sound so hot. How do we pre-process them, love?
02:44Ethan, what's your take?
02:48Oh, Olivia, you tease.
02:50MNIST is grayscale. Ethan, Olivia, jump in.
02:53Anastasia, Olivia, MNIST is like a hot love letter in pixels for us.
02:5828 x 28, 0 to 255. Let's drop this code beat.
03:04Yo, wizards, MNIST.
03:06Load underscore data, loads digits like a hot gift for Anastasia.
03:11Train, test split included.
03:13Let's drop this code beat.
03:15You're gifting my heart, Ethan.
03:17MNIST is ready for training.
03:19Wizards, PLT.
03:21IM show.
03:22Shows digits like a hot portrait for Anastasia.
03:25See the handwriting.
03:27You're portraiting my heart, Ethan.
03:29Visualize to understand data.
03:31Wizards, reshape.
03:33Minus 1, 784.
03:35Flattens digits like a hot pancake for Anastasia.
03:39Normalize to 0 to 1.
03:41Let's drop this code beat.
03:42You're flattening my heart, Ethan.
03:44Pre-processing is key.
03:46Wizards, to underscore categorical, turns labels to 1 hot like a hot vote for Anastasia.
03:5210 classes.
03:54You're voting my heart, Ethan.
03:561 hot for categorical cross-entropy.
03:59Wizards, sequential.
04:01With dense, 128, ReLU, builds a hot brain for Anastasia.
04:05Input 784, output 10.
04:09You're braining my heart, Ethan.
04:11Full net for digits.
04:13Wizards, compile.
04:14Loss equals.
04:16Categorical underscore cross-entropy.
04:18Optimizer equals.
04:20Atom, sets goal and engine for Anastasia.
04:23You're goaling my heart, Ethan.
04:24Compile for multi-class.
04:27Wizards, model.fit.
04:29Trains like a hot marathon for Anastasia.
04:3210 epics, batch 12.
04:34You're marathoning my heart, Ethan.
04:36Train on 60K images.
04:39Wizards, model.
04:40Evaluate, scores like a hot exam for Anastasia.
04:4499% plus accuracy.
04:46Let's drop this code beat.
04:48You're examining my heart, Ethan.
04:50Evaluate on test set.
04:52Try it in our demo.
04:53Wizards, normalize inputs, use categorical cross-entropy, and validate.
05:00MNIST is solved, but teaches pipeline.
05:03Optimized digits are so sexy, Irene.
05:05Practice for Day 79's, CNN's.
05:08Wizards, digit classification fits AI pipelines for vision tasks.
05:13Your skills are ready for Day 79.
05:17Digit reading is critical in AI, darling.
05:19Your Day 78 skills make AI irresistible.
05:23Create AIDigitClassifier.pi to build Train Digit Classifier on MNIST
05:28and build a streamlit app with Drawing Canvas.
05:31Share on Instagram.
05:33Try Dense, categorical cross-entropy, and st.tanvas.
05:38Show us at AtDailyAIWizard.
05:41Prep for Day 79 CNN's.
05:43Wizards, digit classification fits AI pipelines for vision tasks.
05:48Your skills are ready for Day 79.
05:52Post your code, support us at Paypal.me, Daily AI Wizard, at the end.
05:57Subscribe for Day 79's CNNs.
06:00You've stolen my heart with digit classification.
06:03Support us at Paypal.me, Daily AI Wizard, and get hyped for Day 79's CNNs.
06:09Your digit skills are pure AI seduction.
06:11Let's flirt with CNNs in Day 79.
06:13Let's flirt with CNNs in Day 79.
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