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  • 卷積神經網絡的Python實現
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    圖靈原創

    卷積神經網絡的Python實現

    單建華 (作者)
    暫時缺貨
    為了使本書內容更豐富,作者增加了第11章~第13章內容供大家免費閱讀,感興趣的讀者可在“隨書下載”中下載。

    在增加的3章中,第11章介紹了訓練神經網絡過程中可能碰到的各種問題及解決方法,如偏差/方差分析、遷移學習、多任務學習、端到端學習和類別不平衡;第12章首先介紹了目標檢測方法中的YOLO算法以及各種技巧,如特征金字塔網絡FPN、聚集損失focal loss、多尺度問題、基礎網絡和三叉戟網絡,然后介紹了人臉和人體關鍵點定位算法;第13章介紹了二值化XNOR網絡并給出了相關代碼。
    卷積神經網絡是深度學習最重要的模型之一。本書是卷積神經網絡領域的入門讀物,假定讀者不具備任何機器學習知識。書中盡可能少地使用數學知識,從機器學習的概念講起,以卷積神經網絡的最新發展結束。
    本書首先簡單介紹了機器學習的基本概念,詳細講解了線性模型、神經網絡和卷積神經網絡模型,然后介紹了基于梯度下降法的優化方法和梯度反向傳播算法,接著介紹了訓練網絡前的準備工作、神經網絡實戰、卷積神經網絡的應用及其發展。針對每個關鍵知識點,書中給出了基于NumPy 的代碼實現,以及完整的神經網絡和卷積神經網絡代碼實現,方便讀者訓練網絡和查閱代碼。
    本書既可以作為卷積神經網絡的教材,也可以供對卷積神經網絡感興趣的工程技術人員和科研人員參考。

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    出版信息

    • 書  名卷積神經網絡的Python實現
    • 系列書名圖靈原創
    • 執行編輯關于本書的內容有任何問題,請聯系 武芮欣
    • 出版日期2018-12-24
    • 書  號978-7-115-49756-7
    • 定  價49.00 元
    • 頁  數225
    • 印刷方式單色
    • 開  本大32開
    • 出版狀態暫時缺貨

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    本書特色

    一本包含全部代碼的參考書
    零基礎學習深度學習
    基于NumPy的Python語言實現卷積神經網絡

    本書用極少的數學知識,深入淺出地介紹了機器學習、卷積神經網絡的相關概念以及實踐中特別重要的數據預處理。書中沒有借助深度學習庫,完全使用Python語言基于NumPy庫實現了神經網絡和卷積神經網絡,并給出了全部代碼。為了方便讀者理解深度學習和更好地使用深度學習庫,如TensorFlow,書中特別對誤差反向傳播算法和神經網絡的優化方法進行了深入分析。在此基礎上,本書進一步實現了經典的VGG網絡和移動端MobileNetV2網絡,同時介紹了GoogLeNet、ResNet和SENet。

    目錄

    前言 閱讀
    第一部分 模型篇 閱讀
    第 1 章 機器學習簡介 閱讀
    第 2 章 線性分類器
    第 3 章 神經網絡
    第 4 章 卷積神經網絡的結構
    第二部分 優化篇
    第 5 章 基于梯度下降法的最優化方法
    第 6 章 梯度反向傳播算法
    第三部分 實戰篇
    第 7 章 訓練前的準備
    第 8 章 神經網絡實例
    第 9 章 卷積神經網絡實例
    第 10 章 卷積網絡結構的發展
    第 11 章 工程實踐中的問題 閱讀
    第 12 章 目標檢測 閱讀
    第 13 章 二值化網絡 閱讀

    作者介紹

    單建華,安徽工業大學教授、研究生導師,1998年進入中國科學技術大學就讀,本碩博連讀。博士畢業后從事圖像處理和機器人研究。近幾年研究深度學習,特別是卷積神經網絡及其在汽車主動安全技術方面的應用,發表多篇論文并獲得多個專利授權。

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