Transformers.js: End-to-End Guide

• You will implement core Transformers.js concepts like pipelines and models.
• You will develop web applications for NLP
• computer vision
• and audio processing.
• You will build practical projects
• including a sentiment analyzer and an image captioning tool.
• You will explore advanced topics such as WebGPU
• quantization
• and custom models.

Welcome to the Transformers.js Guide. This course is designed for web developers familiar with JavaScript who want to integrate powerful machine learning capabilities directly into their browser-based applications.

We will start with an introduction to Transformers.js fundamentals, then move into practical applications across text, vision, and audio. The course culminates in building two real-world projects and exploring advanced topics for optimizing performance and extending functionality.

Chapters

1. 01 Advanced Topics: WebGPU, Quantization, and Custom Models 9m
2. 02 Audio Processing: Speech Recognition and Generation 9m
3. 03 Core Concepts: Pipelines and Models 4m
4. 05 Introduction to Transformers.js 7m
5. 06 Project 2: Interactive Image Captioning Tool 6m
6. 07 Project 1: Real-time Sentiment Analyzer Web App 5m
7. 08 Build an Image Classifier Using Transformers.js and JavaScript 8m
8. 09 Sentiment Analysis with Transformers.js and JavaScript 15m