Day 79: Introduction to CNNs – AI Vision in TensorFlow | #DailyAIWizard - video Dailymotion

DailyAIWizard

Kick off with 1970s jazz, coffee, and CNNs! Join Anastasia, Irene, Ethan, and Olivia as we build a CNN that reads MNIST digits. Anastasia leads two demos, Ethan drops flirty code. Support at PayPal.me/DailyAIWizard! Get ready for Day 80: Image Classification! Subscribe, like, share your ai_cnn_digit.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

Transcript

00:00Wizards, CNNs are your AIIs, darling.

00:03They use filters to detect edges, textures.

00:06Ethan, explain Conv2D.

00:09Olivia, how do they fit day 78?

00:12Anastasia, you make CNNs sound so hot.

00:15How do they improve digit reading, love?

00:17Ethan, what's your take?

00:20Oh, Olivia, you tease.

00:21CNNs see local patterns.

00:23Ethan, Olivia, jump in.

00:25Anastasia, Olivia, CNNs are like hot X-ray vision for images.

00:30Filters slide, detect features.

00:32Let's drop this code beat.

00:34Yo, Wizards, Conv2D, 32, 3, 3, slides filters like a hot scanner for Anastasia.

00:41Edge detection.

00:43You're scanning my heart, Ethan.

00:45Conv2D extracts features.

00:47Wizards, activation equals, ReLU, after Conv like a hot spark for Anastasia.

00:52Nonlinearity.

00:53You're sparking my heart, Ethan, ReLU in CNNs.

00:57Wizards, Max Pooling 2D.

00:592, 2, shrinks maps like a hot zoom out for Anastasia.

01:04Reduces params.

01:05You're zooming my heart, Ethan, Max Pooling Down samples.

01:09Wizards, Flatten, turns 2D maps to 1D like a hot unroll for Anastasia.

01:15Feed to dense.

01:17You're unrolling my heart, Ethan, Flatten for classification.

01:21Wizards, full CNN is like a hot vision factory for Anastasia.

01:25Conva, right-pointing arrow, Pool, right-pointing arrow, Flatten, right-pointing arrow, Dense.

01:30You're factoring my heart, Ethan, full pipeline for digits.

01:34Wizards, Conva 2D, 32, 3, 3, plus Max Pooling builds a hot eye for Anastasia.

01:41You're eyeing my heart, Ethan, CNN for Minist.

01:43Wizards, Compile, Loss equals, Sparse underscore categorical underscore cross entropy, sets goal for Anastasia.

01:52You're goaling my heart, Ethan, compile for multi-class.

01:56Wizards, Model.fit, train CNN like a hot vision workout for Anastasia.

02:00You're working out my heart, Ethan. Train on 60K images.

02:05Wizards, use ReLU. Padding equals same and data augmentation. Monitor validation loss.

02:13Optimized CNNs are so sexy, Irene. Practice for day 80's image classification.

02:19Wizards, CNNs, fit AI pipelines for vision tasks. Your skills are ready for day 80.

02:26CNN vision is critical in AI, darling. Your day 79 skills make AI irresistible.

Day 79: Introduction to CNNs – AI Vision in TensorFlow | #DailyAIWizard

Category

Transcript

Be the first to comment

Recommended