Artificial Intelligence with Python, 2/e (Paperback)

Artasanchez, Alberto, Joshi, Prateek

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商品描述

Artificial Intelligence with Python, Second Edition is an updated and expanded version of the bestselling guide to artificial intelligence using the latest version of Python 3.x and TensorFlow 2. Not only does it provide you an introduction to artificial intelligence, this new edition goes further by giving you the tools you need to explore the amazing world of intelligent apps and create your own applications.

 

This edition also includes seven new chapters on more advanced concepts of Artificial Intelligence, including fundamental use cases of AI; machine learning data pipelines; feature selection and feature engineering; AI on the cloud; the basics of chatbots; RNNs and DL models; and AI and Big Data.

 

Finally, this new edition explores various real-world scenarios and teaches you how to apply relevant AI algorithms to a wide swath of problems, starting with the most basic AI concepts and progressively building from there to solve more difficult challenges so that by the end, you will have gained a solid understanding of, and when best to use, these many artificial intelligence techniques.

  • Understand what artificial intelligence, machine learning, and data science are
  • Explore the most common artificial intelligence use cases
  • Learn how to build a machine learning pipeline
  • Assimilate the basics of feature selection and feature engineering
  • Identify the differences between supervised and unsupervised learning
  • Discover the most recent advances and tools offered for AI development in the cloud
  • Develop automatic speech recognition systems and chatbots
  • Apply AI algorithms to time series data
  • Completely updated and revised to Python 3.x and TensorFlow 2
  • New chapters for AI on the cloud, recurrent neural networks, deep learning models, and feature selection and engineering
  • Learn more about deep learning algorithms, machine learning data pipelines, and chatbots

商品描述(中文翻譯)

《Python人工智慧 第二版》是暢銷指南的更新擴充版本,使用最新的Python 3.x和TensorFlow 2來介紹人工智慧。這本新版不僅提供了人工智慧的入門知識,還進一步提供了探索智能應用程序並創建自己應用程式所需的工具。

這個版本還包括了七個關於更高級人工智慧概念的新章節,包括人工智慧的基本用例;機器學習數據管道;特徵選擇和特徵工程;雲端上的人工智慧;聊天機器人的基礎知識;循環神經網絡和深度學習模型;以及人工智慧和大數據。

最後,這本新版探索了各種實際情境,並教你如何應用相關的人工智慧算法來解決各種問題,從最基本的人工智慧概念開始,逐步解決更困難的挑戰,以便在最後,你將對這許多人工智慧技術有了扎實的理解,並知道何時最適合使用它們。

- 瞭解人工智慧、機器學習和數據科學的概念
- 探索最常見的人工智慧應用案例
- 學習如何構建機器學習管道
- 掌握特徵選擇和特徵工程的基礎知識
- 辨識監督式學習和非監督式學習的差異
- 探索最新的雲端人工智慧開發進展和工具
- 開發自動語音識別系統和聊天機器人
- 將人工智慧算法應用於時間序列數據
- 完全更新和修訂至Python 3.x和TensorFlow 2
- 新增關於雲端人工智慧、循環神經網絡、深度學習模型和特徵選擇與工程的章節
- 了解更多關於深度學習算法、機器學習數據管道和聊天機器人的知識