Neural network is the core content of deep learning, and TensorFlow is one of the most popular deep learning frameworks today. This book uses TensorFlow 2.1 As the basic tool for natural language processing implementation to guide introductory readers of deep learning, starting from setting up the environment and gradually deepening into theory, code, and application practice.
This book is divided into 10 chapters, including setting up the environment, using TensorFlow basic and advanced APIs, practical MNIST handwriting recognition, Dataset API, ResNet model, and word embedding model implementation. Finally, 3 practical cases are given: text classification, encoder-based Pinyin-Chinese character conversion model, and encoder- and decoder-based Pinyin-Chinese character translation model.
This book is detailed in content and rich in examples. It is a must-have reference book for readers of machine learning and deep learning. It is very suitable for teachers and students in colleges and universities offering artificial intelligence-related majors. It can also be used as a textbook for computer and related majors in colleges and universities.
Reader comments
I especially like the cases in the book about text classification and Pinyin-Chinese character conversion, which gave me a deeper understanding of natural language processing. This reminds me of the book "Introduction to Deep Learning". They are all based on practical cases and are very friendly to novices. I think this book is not only a good helper for learning, but also the key to opening the door to the field of artificial intelligence. I recommend it to everyone!
I especially like the cases in the book about text classification and Pinyin-Chinese character conversion, which gave me a deeper understanding of natural language processing. This reminds me of the book "Introduction to Deep Learning". They are all based on practical cases and are very friendly to novices. I think this book is not only a good helper for learning, but also the key to opening the door to the field of artificial intelligence. I recommend it to everyone!