Learn how to use ml5.js for machine learning with JavaScript. ML5.js is built on top of TensorFlow.js, providing a simplified interface for integrating machine learning models into web applications. This course will guide you through the basics of using ML5.js to create interactive and intelligent web experiences, even if you have no prior experience with machine learning.
๐ป Code: https://github.com/ousecTic/ml5js-course
Course developed by @TheQuackLearner
โญ๏ธ Contents โญ๏ธ
โจ๏ธ (00:00) Introduction
โจ๏ธ (01:43) Prerequisites
โจ๏ธ (02:44) Beginner Guide to Machine Learning
โจ๏ธ (08:54) Understanding Teachable Machine and the TensorFlow.js File structure
โจ๏ธ (13:03) Teachable Machine Rock, Paper, Scissors Game
โจ๏ธ (19:09) Pre-trained Model Explanation
โจ๏ธ (20:33) Mobilenet Image Recognition Project
โจ๏ธ (24:03) Transfer Learning Explanation
โจ๏ธ (27:31) Build Mini Teachable Machine Clone
โจ๏ธ (35:06) Common Misconceptions of Transfer Learning
โจ๏ธ (36:50) Custom Model Student Score Prediction Demo
โจ๏ธ (38:18) Custom Model Student Score Prediction Project
โจ๏ธ (47:34) Using Kaggle Dataset and Saving our Model
โจ๏ธ (53:03) Closing
๐ Thanks to our Champion and Sponsor supporters:
๐พ davthecoder
๐พ jedi-or-sith
๐พ ๅๅฎฎๅๅฝฑ
๐พ Agustรญn Kussrow
๐พ Nattira Maneerat
๐พ Heather Wcislo
๐พ Serhiy Kalinets
๐พ Justin Hual
๐พ Otis Morgan
๐พ Oscar Rahnama
—
Learn to code for free and get a developer job: https://www.freecodecamp.org
Read hundreds of articles on programming: https://freecodecamp.org/news
source
