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  • 深度學習基礎與實踐
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    圖靈程序設計叢書

    深度學習基礎與實踐

    上市銷售
    本書是由兩位技術出身的企業管理者編寫的深度學習普及書。本書的前四章提供了足夠的關于深度學習的理論知識,包括機器學習的基本概念、神經網絡基礎、從神經網絡到深度網絡的演化歷程,以及主流的深度網絡架構,為讀者閱讀本書剩余內容打下基礎。后五章帶領讀者進行一系列深度學習的實踐,包括建立深層網絡、高級調優技術、各種數據類型的向量化和在Spark上運行深度學習工作流。

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    紙質書
    ¥97.58 ¥119.00

    出版信息

    • 書  名深度學習基礎與實踐
    • 系列書名圖靈程序設計叢書
    • 執行編輯關于本書的內容有任何問題,請聯系 張衛國
    • 出版日期2019-07-29
    • 書  號978-7-115-51542-1
    • 定  價119.00 元
    • 頁  數365
    • 印刷方式單色
    • 開  本16開
    • 出版狀態上市銷售
    • 原書名Deep Learning: A Practitioner's Approch
    • 原書號9781491914250

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    本書特色

    本書從調優、并行、向量化、構建管道等深度學習基礎知識開始,逐步深入,通過現實生活中的例子,展現深度網絡架構的方法和策略。本書避免了艱深的理論討論,而是針對實際問題提供了必要的指引。

    -深入理解機器學習和深度學習基本概念
    -了解從神經網絡到深度網絡的演化歷程
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    -全面了解通用的對神經網絡和特定深度網絡架構調優的基礎知識
    -學習針對不同類型數據的向量化技術以及如何在Spark和Hadoop平臺上原生地使用DL4J

    目錄

    前言 閱讀
    第1章 機器學習回顧 閱讀
    第2章 神經網絡基礎與深度學習
    第3章 深度網絡基礎
    第4章 深度網絡的主要架構
    第5章 建立深度網絡
    第6章 深度網絡調優
    第7章 調優特定的深度網絡架構
    第8章 向量化
    第9章 在Spark上使用深度學習和DL4J
    附錄A 人工智能是什么 
    附錄B RL4J與強化學習
    附錄C 每個人都需要了解的數字
    附錄D 神經網絡和反向傳播:數學方法
    附錄E 使用ND4J API
    附錄F 使用DataVec
    附錄G 從源代碼構建DL4J
    附錄H 設置DL4J項目
    附錄I 為DL4J項目設置GPU 
    附錄J 解決DL4J安裝上的問題
    關于作者
    關于封面

    作者介紹

    Josh Patterson是Skymind公司副總裁,曾任Cloudera公司通用解決方案架構師、田納西河流域管理局機器學習與分布式系統工程師。

    Adam Gibson是Skymind公司CTO,在幫助公司處理和解析大量實時數據方面經驗豐富

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