Beginners Guide to Machine Learning in JavaScript - Coding Challenge 158: Shape Classifier Neural Network with ml5.js

In this challenge, I demonstrate the entire process of training and deploying a machine learning classification model in JavaScript -- data collection, model training, and prediction! 💻 Code: https://thecodingtrain.com/challenges/158-shape-classifier 🎥 ml5.js: DoodleNet: https://youtu.be/ABN_DWnM5GQ Links discussed in this video: 🔗 Processing: https://processing.org/ 🔗 p5.js Web Editor: https://editor.p5js.org/ 🔗 ml5.js Loading a pre trained model: https://learn.ml5js.org/#/reference/neural-network?id=loading-a-pre-trained-model 🔗 p5.js copy() reference: https://p5js.org/reference/#/p5.Image/copy 🔗 DoodleNet (GitHub): https://github.com/yining1023/doodleNet Other videos mentioned in this video: 🎥 Workflow Series: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6Zu_uqEA6NqhLzKLACwU74X 🎥 ml5.js: Training a CNN for Image Classification: https://youtu.be/hWurN0XhzLY 🎥 ml5.js: Train a Neural Network with Pixels as Input: https://youtu.be/UaKab6h9Z0I 🎥 ml5.js: Train Your Own Neural Network: https://youtu.be/8HEgeAbYphA 🎥 ml5.js: What is a Convolutional Neural Network?: https://youtu.be/qPKsVAI_W6M 🎥 ml5.js: Save Neural Network Trained Model: https://youtu.be/wUrg9Hjkhg0 🎥 Quick, Draw! - Coding Challenge #122: https://youtu.be/yLuk0twx8Hc Timestamps: 0:00 Introduction 1:33 Generating the dataset in Processing 5:50 Loading images in p5.js 8:34 Create a ml5 neural network 10:54 Adding the data 12:39 About training the model 13:53 Test training 15:21 Training with full dataset 16:44 Improving the dataset 18:20 Saved model 19:01 Separate sketch for prediction 19:40 Loading the model 21:13 Testing the model with shapes drawn in p5.js 24:41 Mouse drawn shapes 31:01 Using a webcam and a notebook 33:49 Wrap up 34:33 What's next? 🚂 Website: http://thecodingtrain.com/ 👾 Share Your Creation! https://thecodingtrain.com/Guides/community-contribution-guide.html 🚩 Suggest Topics: https://github.com/CodingTrain/Rainbow-Topics 💡 GitHub: https://github.com/CodingTrain 💬 Discord: https://discord.gg/hPuGy2g 💖 Membership: http://youtube.com/thecodingtrain/join 🛒 Store: https://standard.tv/codingtrain 📚 Books: https://www.amazon.com/shop/thecodingtrain 🖋️ 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