Natural Language Processing with TensorFlow

Released on by Thushan Ganegedara
preview-18

  • Natural Language Processing with TensorFlow Book Detail

  • Author : Thushan Ganegedara
  • Release Date : 2022-07-29
  • Publisher : Packt Publishing Ltd
  • Genre : Computers
  • Pages : 515
  • ISBN 13 : 1838647740
  • File Size : 17,17 MB
DOWNLOAD BOOK

Natural Language Processing with TensorFlow by Thushan Ganegedara PDF Summary

Book Description: From introductory NLP tasks to Transformer models, this new edition teaches you to utilize powerful TensorFlow APIs to implement end-to-end NLP solutions driven by performant ML (Machine Learning) models Key Features • Learn to solve common NLP problems effectively with TensorFlow 2.x • Implement end-to-end data pipelines guided by the underlying ML model architecture • Use advanced LSTM techniques for complex data transformations, custom models and metrics Book Description Learning how to solve natural language processing (NLP) problems is an important skill to master due to the explosive growth of data combined with the demand for machine learning solutions in production. Natural Language Processing with TensorFlow, Second Edition, will teach you how to solve common real-world NLP problems with a variety of deep learning model architectures. The book starts by getting readers familiar with NLP and the basics of TensorFlow. Then, it gradually teaches you different facets of TensorFlow 2.x. In the following chapters, you then learn how to generate powerful word vectors, classify text, generate new text, and generate image captions, among other exciting use-cases of real-world NLP. TensorFlow has evolved to be an ecosystem that supports a machine learning workflow through ingesting and transforming data, building models, monitoring, and productionization. We will then read text directly from files and perform the required transformations through a TensorFlow data pipeline. We will also see how to use a versatile visualization tool known as TensorBoard to visualize our models. By the end of this NLP book, you will be comfortable with using TensorFlow to build deep learning models with many different architectures, and efficiently ingest data using TensorFlow Additionally, you'll be able to confidently use TensorFlow throughout your machine learning workflow. What you will learn • Learn core concepts of NLP and techniques with TensorFlow • Use state-of-the-art Transformers and how they are used to solve NLP tasks • Perform sentence classification and text generation using CNNs and RNNs • Utilize advanced models for machine translation and image caption generation • Build end-to-end data pipelines in TensorFlow • Learn interesting facts and practices related to the task at hand • Create word representations of large amounts of data for deep learning Who this book is for This book is for Python developers and programmers with a strong interest in deep learning, who want to learn how to leverage TensorFlow to simplify NLP tasks. Fundamental Python skills are assumed, as well as basic knowledge of machine learning and undergraduate-level calculus and linear algebra. No previous natural language processing experience required.

Disclaimer: www.yourbookbest.com does not own Natural Language Processing with TensorFlow books pdf, neither created or scanned. We just provide the link that is already available on the internet, public domain and in Google Drive. If any way it violates the law or has any issues, then kindly mail us via contact us page to request the removal of the link.

Natural Language Processing with TensorFlow

Natural Language Processing with TensorFlow

File Size : 19,19 MB
Total View : 6254 Views
DOWNLOAD

From introductory NLP tasks to Transformer models, this new edition teaches you to utilize powerful TensorFlow APIs to implement end-to-end NLP solutions driven

TensorFlow in Action

TensorFlow in Action

File Size : 78,78 MB
Total View : 5500 Views
DOWNLOAD

Unlock the TensorFlow design secrets behind successful deep learning applications! Deep learning StackOverflow contributor Thushan Ganegedara teaches you the ne

TensorFlow in Action

TensorFlow in Action

File Size : 83,83 MB
Total View : 2682 Views
DOWNLOAD

Unlock the TensorFlow design secrets behind successful deep learning applications! Deep learning StackOverflow contributor Thushan Ganegedara teaches you the ne

Data Analysis with Python

Data Analysis with Python

File Size : 59,59 MB
Total View : 2589 Views
DOWNLOAD

Learn a modern approach to data analysis using Python to harness the power of programming and AI across your data. Detailed case studies bring this modern appro

fastText Quick Start Guide

fastText Quick Start Guide

File Size : 40,40 MB
Total View : 9664 Views
DOWNLOAD

Perform efficient fast text representation and classification with Facebook's fastText library Key Features Introduction to Facebook's fastText library for NLP