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Anotace knihy

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.

Parametry knihy

• Plný název: Hands-On TensorFlow.js, Keras & React
• Podnázev: Create Modern Web Apps with AI and Deep Learning
• Autor: Marcus C. Lauritsen
• Jazyk: Angličtina
• Vazba: Brožovaná
• Počet stran: 238
• EAN: 9798297460553
• ID: 50714564
• Nakladatelství: Independently published
• Hmotnost: 421 g
• Rozměry: 254 × 178 × 13 mm
• Datum vydání: 11. August 2025

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