Mastering Natural Language Processing with Python: Maximize your NLP capabilities while creating amazing NLP projects in Python

Mastering Natural Language Processing with Python: Maximize your NLP capabilities while creating amazing NLP projects in Python

简介:

自然语言处理 (NLP) 已经在各个领域得到了应用,例如网络搜索,广告和客户服务,并且在深度学习的帮助下,我们可以提高其在这些领域的性能。本书教你如何利用深度学习模型来执行各种NLP任务,以及应对当今NLP挑战的最佳实践。首先,您将了解NLP和深度学习的核心概念,例如卷积神经网络 (cnn),循环神经网络 (rnn),语义嵌入,Word2vec等。您将学习如何使用神经网络执行NLP的每个任务,您将在NLP应用程序中训练和部署神经网络。在本书的最后,您将精通构建深度学习支持的NLP应用程序,并通过领域专家开发的最佳实践克服NLP挑战。

将神经网络编织到跨各种平台的语言应用程序中使用NLTK和TensorFlow执行NLP任务并训练其模型使用强大的深度学习架构 (如cnn和rnn) 提升NLP模型

英文简介:

Natural language processing (NLP) has found its application in various domains, such as web search, advertisements, and customer services, and with the help of deep learning, we can enhance its performances in these areas.

This book teaches you how to leverage deep learning models for performing various NLP tasks, along with best practices in dealing with today's NLP challenges.

To begin with, you will understand the core concepts of NLP and deep learning, such as Convolutional Neural Networks (CNNs), recurrent neural networks (RNNs), semantic embedding, Word2vec, and more. You will learn how to perform each and every task of NLP using neural networks, in which you will train and deploy neural networks in your NLP applications.

By the end of this book, you will be well versed in building deep learning-backed NLP applications, along with overcoming NLP challenges with best practices developed by domain experts.

Weave neural networks into linguistic applications across various platformsPerform NLP tasks and train its models using NLTK and TensorFlowBoost your NLP models with strong deep learning architectures such as CNNs and RNNs

书名
Mastering Natural Language Processing with Python: Maximize your NLP capabilities while creating amazing NLP projects in Python
译名
使用 Python 进行自然语言处理
语言
英语
年份
2016
页数
238页
大小
1.76 MB
标签
  • 自然语言处理
  • Python
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    pdf iconMastering Natural Language Processing with Python: Maximize your NLP capabilities while creating amazing NLP projects in Python.pdf
    密码
    65536

    最后更新:2025-04-12 23:54:39

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