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Wednesday, April 3, 2024
Build an AI Digit Classifier! | Train a Feedforward Neural Network with Python & MNIST Dataset
Unlock the power of Artificial Intelligence! In this video, we build a handwritten digit classifier using a Feedforward Neural Network (FNN) and the classic MNIST dataset. Learn how to: * Understand FNNs and MNIST * Code your own FNN in Python with TensorFlow & Keras * Train the model to recognize handwritten digits * Evaluate its performance (accuracy, precision, recall) Perfect for beginners interested in AI and Machine Learning! Bonus: Clear explanations, step-by-step coding walkthrough, and awesome visuals! ✨ 📝 *Resources:* - Code snippets: https://github.com/niigyanchristian/Machine-Learning-Tutorial 🔍 Chapters: 0:00 - Intro 0:11 - How Feedforward Neural Networks 1:30 - Import Libraries 1:45 - Load Dataset 4:23 - Normalize pixel values 5:45 - Flatten Images 7:45 - Define architecture 10:42 - Compile Model 12:10 - Train Model 14:00 - Evaluate Model 15:40 - Recap 16:55 - Outro Activation Functions in machine learning: https://www.youtube.com/watch?v=Nl3RFjwckeQ Neural Networks: https://www.youtube.com/watch?v=YnBspoENV2s Mahcine Learning Playlist: https://www.youtube.com/playlist?list=PLXUAh2kKFjXsEWU1jE-qMPvU4n1IMaArj React Native Playlist: https://www.youtube.com/playlist?list=PLXUAh2kKFjXupHedKgytiVeUy6I-9SP_7 HTML Tutorial for Beginners Playlist: https://www.youtube.com/playlist?list=PLXUAh2kKFjXt4kYB8lE7wT7hvsUfoDnXf Git and GitHub Playlist: https://www.youtube.com/watch?v=gZWL2K49oTA&list=PLXUAh2kKFjXtkpwJLGKlNxUWvWlYINan5 NodeJs Todo App Platlist: https://youtube.com/playlist?list=PLXUAh2kKFjXsr6pA4_3CDnfBD0souzGU2 #machinelearning #artificialintelligence #python #tensorflow #keras #mnist #fnn #digitrecognition
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