TensorFlow.js Deep Learning Projects
TensorFlow.js is an open source machine learning (ML) library from Google for performing browser-based ML. It enables developers to create, run, and embed complex ML models in the browser. With this book, you’ll learn to integrate autonomous and faster analytical capabilities in the browser efficiently.
The book starts from the basics, explaining the fundamentals of TensorFlow.js and machine learning, before building up to the advanced concepts. You’ll understand how to develop and deploy lightweight ML models. The book then takes you through developing smart apps directly on web browsers by using deep learning and TensorFlow.js features. You’ll not only learn to implement neural network architectures such as RNNs, GRUs, and LSTMs, but also work through end-to-end projects, right from creating a speech recognizer and web app for text generation, to making a synthetic image generator system and simulation web app. Covering all the steps involved, from model building to deployment, along with best practices, you’ll gain plenty of practical experience. Finally, you’ll use multiple neural network architectures to build a game that can re-train your model with multiple pictures of gestures.
|Course Length||11 hours 6 minutes|
|Date Of Publication||5 Feb 2021|