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This video covers the architecture of a Convolutional Neural Network, focusing on the concept of "filters". Code: https://thecodingtrain.com/tracks/ml5... 🚀 Watch this video ad-free on Nebula https://nebula.tv/videos/the-coding-t... 🕹️ p5.js Web Editor Sketch: https://editor.p5js.org/codingtrain/s... 🎥 Previous: • ml5.js: Train a Neural Network with P... 🎥 Next: • ml5.js: What is a Convolutional Neura... 🎥 All: • Beginners Guide to Machine Learning i... References: 💻 MobileNets: Efficient Convolutional Neural Networks for Mobile Vision Applications: https://arxiv.org/abs/1704.04861 Videos: 🚂 Train a Neural Network with Pixels as Input: • ml5.js: Train a Neural Network with P... 🚂 Image Classification with MobileNet: • ml5.js: Image Classification with Mob... 🚂 Other Neural Network Videos: • 10: Neural Networks - The Nature of Code 🚂 The Pixel Array: https://thecodingtrain.com/tracks/p5-... Timestamps: 0:00 Introduction 1:28 Review neural networks 3:34 Flattenng the image causes a loss of information 4:18 Convolutional layer 4:37 Filter 5:08 Gradient based learning 6:21 Filter is a matrix of numbers 6:59 Photoshop 7:14 Known filters draw out different features 8:59 Neural network learn filters that identify features 10:25 Blurring an image 11:12 Coding a convolutional neural network in p5js 11:56 Create a filtered image 13:10 Ignore the edge pixels 13:42 Convolution function 15:28 Finding the one-dimensional look-up into matrix 16:16 Four numbers are stored for every pixel 16:36 Sum r, g, b values 20:46 Multiply by filter 22:37 Get filtered pixels 23:13 Call loadPixels 23:34 Call updataPixels 24:40 Change the indices to find vertical edges 26:11 Add a random filter Editing by Mathieu Blanchette Animations by Jason Heglund Music from Epidemic Sound 🚂 Website: https://thecodingtrain.com/ 👾 Share Your Creation! https://thecodingtrain.com/guides/pas... 🚩 Suggest Topics: https://github.com/CodingTrain/Sugges... 💡 GitHub: https://github.com/CodingTrain 💬 Discord: https://thecodingtrain.com/discord 💖 Membership: http://youtube.com/thecodingtrain/join 🛒 Store: https://standard.tv/codingtrain 🖋️ Twitter: / thecodingtrain 📸 Instagram: / the.coding.train 🎥 Coding Challenges: • Coding Challenges 🎥 Intro to Programming: • Start learning here! 🔗 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-o... This description was auto-generated. If you see a problem, please open an issue: https://github.com/CodingTrain/thecod... #convolutionalneuralnetwork #machinelearningml #ml5js #p5js