Beginners Guide to Machine Learning in JavaScript - ml5.js: Training a Convolutional Neural Network for Image Classification

In this video, I update the previous classification example (with pixels) and incorporate a convolutional neural network in ml5.js! Code: https://thecodingtrain.com/tracks/ml5js-beginners-guide/ml5/8-convolutional-neural-network/4-image-classification 🚀 Watch this video ad-free on Nebula https://nebula.tv/videos/the-coding-train-yt-ml5-js-training-a-convolutional-neural-network-for-image-classification p5.js Web Editor Sketches: 🕹️ Training a convolutional neural network: https://editor.p5js.org/codingtrain/sketches/ogxO8har_ 🕹️ Mask: https://editor.p5js.org/codingtrain/sketches/tKLoeUD0u 🎥 Previous: https://youtu.be/pRWq_mtuppU?list=PLRqwX-V7Uu6YPSwT06y_AEYTqIwbeam3y 🎥 Next: https://youtu.be/cO4UP2dX944?list=PLRqwX-V7Uu6YPSwT06y_AEYTqIwbeam3y 🎥 All: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YPSwT06y_AEYTqIwbeam3y References: 📓 Gradient-Based Learning Applied to Document Recognition: http://yann.lecun.com/exdb/publis/pdf/lecun-01a.pdf Videos: 🚂 What is a Convolutional Neural Network Part 2 - Max Pooling: https://youtu.be/pRWq_mtuppU 🚂 Train a Neural Network with Pixels: https://youtu.be/UaKab6h9Z0I 🚂 Teachable Machine 1: Image Classification: https://youtu.be/kwcillcWOg0 Timestamps: 0:00 Introduction 0:45 Errors in previous video 1:46 Review training with pixels 2:37 Update to the ml library 2:53 Specifiy the task: image classification 3:31 Specify the characteristics of the data 5:11 Adjust addExample function 7:11 Train the model 8:09 Debugging: loss is not decreasing 8:53 normalizeData() 10:07 Why use the convolutional neural network in ml5? 12:03 Mask versus No mask 14:48 Defining custom layers Editing by Mathieu Blanchette Animations by Jason Heglund Music from Epidemic Sound 🚂 Website: https://thecodingtrain.com/ 👾 Share Your Creation! https://thecodingtrain.com/guides/passenger-showcase-guide 🚩 Suggest Topics: https://github.com/CodingTrain/Suggestion-Box 💡 GitHub: https://github.com/CodingTrain 💬 Discord: https://thecodingtrain.com/discord 💖 Membership: http://youtube.com/thecodingtrain/join 🛒 Store: https://standard.tv/codingtrain 🖋️ Twitter: https://twitter.com/thecodingtrain 📸 Instagram: https://www.instagram.com/the.coding.train/ 🎥 Coding Challenges: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH 🎥 Intro to Programming: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6Zy51Q-x9tMWIv9cueOFTFA 🔗 p5.js: https://p5js.org 🔗 p5.js Web Editor: https://editor.p5js.org/ 🔗 Processing: https://processing.org 📄 Code of Conduct: https://github.com/CodingTrain/Code-of-Conduct This description was auto-generated. If you see a problem, please open an issue: https://github.com/CodingTrain/thecodingtrain.com/issues/new #convolutionalneuralnetwork #imageclassification #ml5js #p5js