Building Chatbots with Python: Using Natural Language Processing and Machine Learning (使用 Python 建立聊天機器人：自然語言處理與機器學習應用)

Sumit Raj

Building Chatbots with Python: Using Natural Language Processing and Machine Learning

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商品描述

Build your own chatbot using Python and open source tools. This book begins with an introduction to chatbots where you will gain vital information on their architecture. You will then dive straight into natural language processing with the natural language toolkit (NLTK) for building a custom language processing platform for your chatbot. With this foundation, you will take a look at different natural language processing techniques so that you can choose the right one for you. 

The next stage is to learn to build a chatbot using the API.ai platform and define its intents and entities. During this example, you will learn to enable communication with your bot and also take a look at key points of its integration and deployment.

The final chapter of Building Chatbots with Python teaches you how to build, train, and deploy your very own chatbot. Using open source libraries and machine learning techniques you will learn to predict conditions for your bot and develop a conversational agent as a web application. Finally you will deploy your chatbot on your own server with AWS. 

What You Will Learn

  • Gain the basics of natural language processing using Python 
  • Collect data and train your data for the chatbot
  • Build your chatbot from scratch as a web app
  • Integrate your chatbots with Facebook, Slack, and Telegram
  • Deploy chatbots on your own server

Who This Book Is For

Intermediate Python developers who have no idea about chatbots. Developers with basic Python programming knowledge can also take advantage of the book.

商品描述(中文翻譯)

使用Python和開源工具來建立自己的聊天機器人。本書首先介紹了聊天機器人的架構，讓您獲得關於其架構的重要信息。然後，您將直接使用自然語言處理工具包（NLTK）進行自然語言處理，為您的聊天機器人構建自定義語言處理平台。在此基礎上，您將研究不同的自然語言處理技術，以便選擇適合您的技術。

下一階段是學習使用API.ai平台構建聊天機器人並定義其意圖和實體。在這個示例中，您將學習如何與您的機器人進行通信，並研究其集成和部署的關鍵點。

《使用Python構建聊天機器人》的最後一章教您如何構建、訓練和部署自己的聊天機器人。使用開源庫和機器學習技術，您將學習預測機器人的條件並開發一個作為Web應用程序的對話代理。最後，您將在自己的AWS服務器上部署聊天機器人。

您將學到什麼：
- 使用Python獲得自然語言處理的基礎知識
- 收集數據並為聊天機器人進行訓練
- 從頭開始構建聊天機器人作為Web應用程序
- 將聊天機器人與Facebook、Slack和Telegram集成
- 在自己的服務器上部署聊天機器人

適合對聊天機器人一無所知的中級Python開發人員。具有基本Python編程知識的開發人員也可以從本書中受益。

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