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    Natural Language Processing with TensorFlow

    Posted By: Free butterfly
    Natural Language Processing with TensorFlow

    Natural Language Processing with TensorFlow: The definitive NLP book to implement the most sought-after machine learning models and tasks, 2nd Edition by Thushan Ganegedara, Andrei Lopatenko
    English | July 29, 2022 | ISBN: 1838641351 | 514 pages | MOBI | 10 Mb

    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.

    Table of Contents
    Introduction to Natural Language Processing
    Understanding TensorFlow 2
    Word2vec – Learning Word Embeddings
    Advanced Word Vector Algorithms
    Sentence Classification with Convolutional Neural Networks
    Recurrent Neural Networks
    Understanding Long Short-Term Memory Networks
    Applications of LSTM – Generating Text
    Sequence-to-Sequence Learning – Neural Machine Translation
    Transformers
    Image Captioning with Transformers
    Appendix A: Mathematical Foundations and Advanced TensorFlow

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