Chapters (14)
- 0:00Introduction
- 1:43Prerequisites
- 2:44Beginner Guide to Machine Learning
- 8:54Understanding Teachable Machine and the TensorFlow.js File structure
- 13:03Teachable Machine Rock, Paper, Scissors Game
- 19:09Pre-trained Model Explanation
- 20:33Mobilenet Image Recognition Project
- 24:03Transfer Learning Explanation
- 27:31Build Mini Teachable Machine Clone
- 35:06Common Misconceptions of Transfer Learning
- 36:50Custom Model Student Score Prediction Demo
- 38:18Custom Model Student Score Prediction Project
- 47:34Using Kaggle Dataset and Saving our Model
- 53:03Closing
Show the creator's full description
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.
💻 Code: https://github.com/ousecTic/ml5js-course
Course developed by @TheQuackLearner
❤️ Try interactive JavaScript courses we love, right in your browser: https://scrimba.com/freeCodeCamp-JavaScript (Made possible by a grant from our friends at Scrimba)
⭐️ Contents ⭐️
⌨️ (00:00) Introduction
⌨️ (01:43) Prerequisites
⌨️ (02:44) Beginner Guide to Machine Learning
⌨️ (08:54) Understanding Teachable Machine and the TensorFlow.js File structure
⌨️ (13:03) Teachable Machine Rock, Paper, Scissors Game
⌨️ (19:09) Pre-trained Model Explanation
⌨️ (20:33) Mobilenet Image Recognition Project
⌨️ (24:03) Transfer Learning Explanation
⌨️ (27:31) Build Mini Teachable Machine Clone
⌨️ (35:06) Common Misconceptions of Transfer Learning
⌨️ (36:50) Custom Model Student Score Prediction Demo
⌨️ (38:18) Custom Model Student Score Prediction Project
⌨️ (47:34) Using Kaggle Dataset and Saving our Model
⌨️ (53:03) Closing
🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama
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