Day 78 Fast: Project: Digit Classification – AI Reads Handwriting! | #DailyAIWizard - video Dailymotion

DailyAIWizard

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!  pay a coffee:  https://buymeacoffee.com/dailyaiwizard  #PythonForAI #LearnPython #AICoding #DailyAIWizard Hashtags:  #Python #LearnPython #PythonForAI #AICoding #PythonTutorial #CodingForBeginners #ScikitLearn #Datasets #AIProgramming #TechTutorial #MachineLearning #DailyAIWizard #CodeTheFuture Tags:  Python, Learn Python, Python for AI, AI Coding, Python Tutorial, Coding for Beginners, Scikit-learn, Datasets, AI Programming, Tech Tutorial, Python 3, Coding Journey, VS Code, Beginner Programming, Machine Learning, Data Science, DailyAIWizard, Code the Future 1970s jazz, retro jazz, morning coffee, ocean views, vintage vibe, jazz playlist, positive music, coffee time, 70s music, smooth jazz, beachside jazz, funky jazz, relaxation music, morning vibes, instrumental jazz, Python, Learn Python, Python for AI, AI Coding, Python Tutorial, Coding for Beginners, TensorFlow, Neural Networks, AI Programming, Tech Tutorial, Python 3, Coding Journey, VS Code, Beginner Programming, Machine Learning, Data Science, DailyAIWizard, Code the Future

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00:00Wizards, MNIST is your digit playground, darling.

00:0370,000 images of handwritten digits.

00:06Ethan, explain pixel values.

00:08Olivia, how do we load it?

00:10Anastasia, you make digits sound so hot.

00:13How do we pre-process them, love?

00:16Ethan, what's your take?

00:19Oh, Olivia, you tease.

00:21MNIST is grayscale.

00:23Ethan, Olivia, jump in.

00:25Anastasia, Olivia, MNIST is like a hot love letter in pixels for us.

00:3028x28, 0 to 255.

00:34Let's drop this code beat.

00:36Yo, Wizards, MNIST.

00:38Load underscore data, loads digits like a hot gift for Anastasia.

00:42Train, test split included.

00:45Let's drop this code beat.

00:47You're gifting my heart, Ethan.

00:48MNIST is ready for training.

00:51Wizards, PLT.

00:52I am show, shows digits like a hot portrait for Anastasia.

00:57See the handwriting.

00:58You're portraiting my heart, Ethan.

01:00Visualize to understand data.

01:03Wizards, reshape.

01:04Minus 1, 784, flattens digits like a hot pancake for Anastasia.

01:10Normalize to 0 to 1.

01:12Let's drop this code beat.

01:14You're flattening my heart, Ethan.

01:16Pre-processing is key.

01:18Wizards, to underscore categorical, turns labels to one hot like a hot vote for Anastasia.

01:2310 classes.

01:26You're voting my heart, Ethan.

01:27One hot for categorical cross-entropy.

01:30Wizards, sequential.

01:32With dense, 128, Relu, builds a hot brain for Anastasia.

01:37Input 784, output 10.

01:41You're braining my heart, Ethan.

01:42Full net for digits.

01:43Wizards, compile.

01:46Loss equals, categorical underscore cross-entropy.

01:50Optimizer equals, atom, sets goal and engine for Anastasia.

01:54You're goaling my heart, Ethan.

01:56Compile for multi-class.

01:58Wizards, model.fit.

02:00Trains like a hot marathon for Anastasia.

02:0310 epics, batch 12.

02:06You're marathoning my heart, Ethan.

02:08Train on 60K images.

02:09Wizards, model.

02:12Evaluate, scores like a hot exam for Anastasia.

02:1599% plus accuracy.

02:18Let's drop this code beat.

02:20You're examining my heart, Ethan.

02:22Evaluate on test set.

02:23Try it in our demo.

02:25Wizards, normalize inputs.

02:28Use categorical cross-entropy and validate.

02:31MNIST is solved, but teaches pipeline.

02:35Optimized digits are so sexy, Irene.

02:36Practice for Day 79, CNNs.

02:40Wizards, digit classification fits AI pipelines for vision tasks.

02:45Your skills are ready for Day 79.

02:49Digit reading is critical in AI, darling.

02:51Your Day 78 skills make AI irresistible.

Day 78 Fast: Project: Digit Classification – AI Reads Handwriting! | #DailyAIWizard

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