Hands-On TensorFlow.js, Keras & React: Create Modern Web Apps with AI and Deep Learning - Brossura

Lauritsen, Marcus C.

Brossura

ISBN 13: 9798297460553

Casa editrice: Independently published, 2025

Riassunto

Hands-On TensorFlow.js, Keras & React: Create Modern Web Apps with AI and Deep Learning

Does AI feel out of reach—too complex, too math-heavy, or “only for Python pros”? This beginner-friendly guide shows you how to build smart, interactive web apps in the browser using tools you already love: JavaScript, TensorFlow.js (with Keras-style APIs), and React. No prior AI experience required. If you can follow step-by-step instructions, you can ship your first browser-based AI feature with confidence.

You’ll learn by doing—moving from plain-English explanations to small, focused projects you can click, see, and improve. Along the way, you’ll discover why on-device inference matters for privacy and speed, how to wire models cleanly into React components, and how to deliver production-ready UX with loading, empty, and error states that feel polished and humane.

What you’ll build and understand

• AI in the browser, explained simply: Tensors, layers, training vs. inference, transfer learning—without drowning in theory.

• TensorFlow.js + Keras workflow: Load, fine-tune, and run models with clear, Keras-style APIs.

• Real projects: Image classification (MobileNet), a simple sentiment analyzer, and live webcam demos—customizable and ready to extend.

• React integration that feels natural: Hooks, lazy loading, caching hints, and clean state for predictions and UI feedback.

• Performance & deployment: WebGL/WASM backends, model size optimization, quantization, and PWA packaging for fast, offline-capable apps.

• Responsible by design: Practical tips for accessible UI, user privacy, and basic model security in the browser.

Why beginners succeed with this book

• Step-by-step guidance that explains the why behind each step.

• Mistakes welcomed: We debug together; every bump becomes a small win.

• Modern stack, real results: JavaScript + React + TensorFlow.js means less setup, more building.

Who it’s for
Curious beginners, web developers, and JS learners who want practical machine learning in JavaScript—without switching stacks. Python folks looking to bring models to the web will feel right at home with the Keras-style approach.

Ready to build something smart—today?
Open the book, follow the steps, and launch your first intelligent React app. Your AI journey starts in the browser.

Dettagli dell'edizione

• Editore: Independently published
• Data di pubblicazione: 2025
• Lingua: Inglese
• ISBN 13: 9798297460553
• Rilegatura: Copertina flessibile
• Numero di pagine: 237
• Contatto del produttore: non disponibile
• Persona responsabile: non disponibile