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freeCodeCamp

Machine Learning in JavaScript with ml5.js

via freeCodeCamp

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Overview

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This beginner course introduces machine learning in JavaScript with ml5.js through Teachable Machine, image recognition, transfer learning, and custom model projects using student-score and Kaggle data.

Syllabus

⌨️ Introduction
⌨️ Prerequisites
⌨️ Beginner Guide to Machine Learning
⌨️ Understanding Teachable Machine and the TensorFlow.js File structure
⌨️ Teachable Machine Rock, Paper, Scissors Game
⌨️ Pre-trained Model Explanation
⌨️ Mobilenet Image Recognition Project
⌨️ Transfer Learning Explanation
⌨️ Build Mini Teachable Machine Clone
⌨️ Common Misconceptions of Transfer Learning
⌨️ Custom Model Student Score Prediction Demo
⌨️ Custom Model Student Score Prediction Project
⌨️ Using Kaggle Dataset and Saving our Model
⌨️ Closing

Taught by

freeCodeCamp.org

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