Hands-On Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2/e (Paperback)
暫譯: 實戰機器學習:使用 Scikit-Learn、Keras 和 TensorFlow(第二版)
Aurélien Géron
- 出版商: O'Reilly
- 出版日期: 2019-10-22
- 售價: $2,700
- 貴賓價: 9.5 折 $2,565
- 語言: 英文
- 頁數: 600
- 裝訂: Paperback
- ISBN: 1492032646
- ISBN-13: 9781492032649
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相關分類:
DeepLearning、TensorFlow、Machine Learning
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相關翻譯:
精通機器學習|使用 Scikit-Learn , Keras 與 TensorFlow, 2/e (Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2/e) (繁中版)
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其他版本:
Hands-On Machine Learning with Scikit-Learn, Keras, and Tensorflow: Concepts, Tools, and Techniques to Build Intelligent Systems, 3/e (Paperback)
銷售排行:
👍 2020 年度 英文書 銷售排行 第 16 名
🥈 2019/12 英文書 銷售排行 第 2 名
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相關主題
商品描述
Through a series of recent breakthroughs, deep learning has boosted the entire field of machine learning. Now, even programmers who know close to nothing about this technology can use simple, efficient tools to implement programs capable of learning from data.
The updated edition of this best-selling book uses concrete examples, minimal theory, and two production-ready Python frameworks—Scikit-Learn and TensorFlow 2—to help you gain an intuitive understanding of the concepts and tools for building intelligent systems. Practitioners will learn a range of techniques that they can quickly put to use on the job. Part 1 employs Scikit-Learn to introduce fundamental machine learning tasks, such as simple linear regression. Part 2, which has been significantly updated, employs Keras and TensorFlow 2 to guide the reader through more advanced machine learning methods using deep neural networks. With exercises in each chapter to help you apply what you’ve learned, all you need is programming experience to get started.
NEW FOR THE SECOND EDITION:Updated all code to TensorFlow 2Introduced the high-level Keras APINew and expanded coverage including TensorFlow’s Data API, Eager Execution, Estimators API, deploying on Google Cloud ML, handling time series, embeddings and more
With Early Release ebooks, you get books in their earliest form—the author's raw and unedited content as he or she writes—so you can take advantage of these technologies long before the official release of these titles. You'll also receive updates when significant changes are made, new chapters are available, and the final ebook bundle is released.
商品描述(中文翻譯)
透過一系列最近的突破,深度學習提升了整個機器學習領域。現在,即使是對這項技術幾乎一無所知的程式設計師,也能使用簡單且高效的工具來實現能夠從數據中學習的程式。
這本暢銷書的更新版使用具體的範例、最少的理論,以及兩個可投入生產的 Python 框架——Scikit-Learn 和 TensorFlow 2,幫助您直觀地理解構建智能系統的概念和工具。實務工作者將學習一系列技術,並能迅速在工作中應用。第一部分使用 Scikit-Learn 介紹基本的機器學習任務,例如簡單線性回歸。第二部分經過重大更新,使用 Keras 和 TensorFlow 2 指導讀者通過更高級的機器學習方法,利用深度神經網絡。每章都有練習題幫助您應用所學,您只需具備程式設計經驗即可開始。
第二版的新內容:更新所有代碼至 TensorFlow 2,介紹高階 Keras API,新增和擴展的內容包括 TensorFlow 的數據 API、即時執行、估算器 API、在 Google Cloud ML 上部署、處理時間序列、嵌入等。
透過早期發行電子書,您將獲得書籍的最初版本——作者在撰寫過程中的原始和未編輯內容——因此您可以在這些書籍正式發行之前就利用這些技術。當有重大變更、新章節可用以及最終電子書包發布時,您也會收到更新。
作者簡介
Aurélien Géron is a machine learning consultant and trainer. A former Googler, he led YouTube's video classification team from 2013 to 2016. He was also a founder and CTO of Wifirst (a leading Wireless ISP in France) from 2002 to 2012, and a founder and CTO of two consulting firms -- Polyconseil (telecom, media and strategy) and Kiwisoft (machine learning and data privacy).
作者簡介(中文翻譯)
Aurélien Géron 是一位機器學習顧問和培訓師。他曾是 Google 的員工,於 2013 年至 2016 年期間領導 YouTube 的影片分類團隊。他還曾於 2002 年至 2012 年擔任 Wifirst(法國領先的無線網路服務提供商)的創辦人及首席技術官,並創辦了兩家顧問公司——Polyconseil(電信、媒體和策略)和 Kiwisoft(機器學習和數據隱私)的首席技術官。