Build machine learning web applications without having to learn a new language. This book will help you develop basic knowledge of machine learning concepts and applications.
You’ll learn not only theory, but also dive into code samples and example projects with TensorFlow.js. Using these skills and your knowledge as a web developer, you’ll add a whole new field of development to your tool set. This will give you a more concrete understanding of the possibilities offered by machine learning. Discover how ML will impact the future of not just programming in general, but web development specifically.
What You'll Learn
Build machine learning applications for the web
Develop dynamic and intelligent web content
Who This Book Is For
Chapter 1: Introduction to Machine Learning
• Explanation of concepts
• Examples of impact
Chapter 2: Basics of Tensorflow.js
• What is Tensorflow.js?
Chapter 3: Building an Image Classifier
• Using a pre-trained model
• Creating a custom model
• Saving and loading a model
Chapter 4: Building a Sentiment Analysis System
• Train a model with text data
• Create text-based ML applications
Chapter 5: Experimenting with Inputs
• Using ML with electronics data
• Using audio data
Chapter 6: Deploying Models
Chapter7: Ethics in AI
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Dimensioni: 235 x 155 mm Ø 522 gr
Illustration Notes:110 Illustrations, black and white
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