Algorithms of the Intelligent Web, 2/e (Paperback)
暫譯: 智能網路演算法(第二版)

Douglas McIlwraith, Haralambos Marmanis, Dmitry Babenko

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商品描述

There's priceless insight trapped in the flood of data users leave behind as they interact with web pages and applications. Those insights can be unlocked by using intelligent algorithms like the ones that have earned Facebook, Google, Twitter, and Microsoft a place among the giants of web data pattern extraction. Improved search, data classification, and other smart pattern matching techniques can give an enormous advantage to understanding and interacting with users.

Algorithms of the Intelligent Web, Second Edition has been totally revised and teaches the most important approaches to algorithmic web data analysis, enabling readers to create machine learning applications that crunch, munge, and wrangle data collected from users, web applications, sensors, and website logs. Key machine learning concepts are explained and introduced with many code examples in Python's scikit-learn. The book guides readers through the underlying machinery and intelligent algorithms to capture, store, and structure data streams. Readers will explore recommendation engines from the example of Netflix movie recommendations and dive into classification via statistical algorithms, neural networks, and deep learning. They will also consider the ins and outs of ranking and how to test applications based on intelligent algorithms.

Purchase of the print book includes a free eBook in PDF, Kindle, and ePub formats from Manning Publications.

商品描述(中文翻譯)


用戶在與網頁和應用程式互動時所留下的數據洪流中,隱藏著無價的洞察。這些洞察可以通過使用智能算法來解鎖,這些算法使 Facebook、Google、Twitter 和 Microsoft 成為網絡數據模式提取的巨頭。改進的搜索、數據分類和其他智能模式匹配技術可以在理解和與用戶互動方面提供巨大的優勢。

智能網絡的算法,第二版 已經全面修訂,教授算法網絡數據分析的最重要方法,使讀者能夠創建機器學習應用程序,處理、整理和管理從用戶、網絡應用程序、傳感器和網站日誌中收集的數據。書中解釋並介紹了關鍵的機器學習概念,並提供了許多使用 Python 的 scikit-learn 的代碼示例。這本書引導讀者了解捕獲、存儲和結構化數據流的基本原理和智能算法。讀者將通過 Netflix 的電影推薦示例探索推薦引擎,並深入研究通過統計算法、神經網絡和深度學習進行分類。他們還將考慮排名的內外部以及如何基於智能算法測試應用程序。

購買印刷版書籍可獲得 Manning Publications 提供的免費 PDF、Kindle 和 ePub 格式電子書。