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內(nèi)容簡介

　　本書全面介紹TensorFlow 2.x 框架及其在深度學(xué)習(xí)中的應(yīng)用，內(nèi)容包括TensorFlow 簡介、Python 語言基礎(chǔ)、環(huán)境搭建與入門、TensorBoard 可視化、多層感知機實現(xiàn)、卷積神經(jīng)網(wǎng)絡(luò)實現(xiàn)、循環(huán)神經(jīng)網(wǎng)絡(luò)實現(xiàn)、強化學(xué)習(xí)、遷移學(xué)習(xí)、生成對抗網(wǎng)絡(luò)和GPU 并行計算等。

作者簡介

　　馬斌，副教授，博士，主要承擔(dān)網(wǎng)絡(luò)工程專業(yè)的《網(wǎng)絡(luò)應(yīng)用開發(fā)與系統(tǒng)集成》、《網(wǎng)絡(luò)測試與評價》、《計算機網(wǎng)絡(luò)計算》、《面向?qū)ο蟪绦蛟O(shè)計》、《物聯(lián)網(wǎng)概論》等本科課程；承擔(dān)《軟件體系結(jié)構(gòu)》、《網(wǎng)絡(luò)編程》、《農(nóng)業(yè)推廣理論與實踐》等研究生課程。承擔(dān)或參與了國家自然科學(xué)基金青年基金、國家高技術(shù)研究發(fā)展計劃（863計劃）、國家自然科學(xué)基金面上基金等項目。

圖書目錄

第1 章 TensorFlow 簡介 ·············································································.1
1.1 人工智能的編程框架 ................................................................................................. 1
1.1.1 人工智能的發(fā)展 ............................................................................................. 1
1.1.2 人工智能、機器學(xué)習(xí)和深度學(xué)習(xí)之間的關(guān)系 ............................................. 2
1.2 TensorFlow 與人工智能 ............................................................................................ 3
1.3 TensorFlow 數(shù)據(jù)模型 ................................................................................................ 4
1.4 TensorFlow 計算模型和運行模型 ............................................................................ 5
1.5 實驗：矩陣運算 ......................................................................................................... 9
1.5.1 實驗?zāi)康?......................................................................................................... 9
1.5.2 實驗要求 ......................................................................................................... 9
1.5.3 實驗原理 ......................................................................................................... 9
1.5.4 實驗步驟 ....................................................................................................... 10
習(xí)題 .................................................................................................................................... 10
第2 章 Python 語言基礎(chǔ) ············································································.11
2.1 Python 語言 ............................................................................................................... 11
2.1.1 Python 語言的發(fā)展 ....................................................................................... 11
2.1.2 Python 安裝 ................................................................................................... 12
2.2 基礎(chǔ)語法 ................................................................................................................... 13
2.2.1 基礎(chǔ)知識 ....................................................................................................... 13
2.2.2 基本程序編寫 ............................................................................................... 15
2.2.3 條件語句 ....................................................................................................... 16
2.2.4 循環(huán)語句 ....................................................................................................... 17
2.3 數(shù)據(jù)結(jié)構(gòu) ................................................................................................................... 18
2.4 面向?qū)ο筇匦?........................................................................................................... 21
2.4.1 類和對象 ....................................................................................................... 21
2.4.2 類的定義 ....................................................................................................... 22
2.4.3 根據(jù)類創(chuàng)建對象 ........................................................................................... 22
2.4.4 構(gòu)造方法與析構(gòu)方法 ................................................................................... 23
2.5 其他高級特性 ........................................................................................................... 24
2.5.1 函數(shù)高級特性 ............................................................................................... 24
2.5.2 閉包 ............................................................................................................... 25
2.6 實驗：Python 基本語法的實現(xiàn) ............................................................................... 26
2.6.1 實驗?zāi)康?....................................................................................................... 26
2.6.2 實驗要求 ....................................................................................................... 26
2.6.3 實驗題目 ....................................................................................................... 26
2.6.4 實驗步驟 ....................................................................................................... 27
習(xí)題 .................................................................................................................................... 28
第3 章環(huán)境搭建與入門 ·············································································.30
3.1 開發(fā)平臺簡介 ........................................................................................................... 30
3.2 開發(fā)環(huán)境部署 ........................................................................................................... 30
3.2.1 安裝Anaconda .............................................................................................. 30
3.2.2 安裝TensorFlow ........................................................................................... 32
3.2.3 PyCharm 下載與安裝 ................................................................................... 32
3.3 一個簡單的實例 ....................................................................................................... 34
習(xí)題 .................................................................................................................................... 36
第4 章 TensorBoard 可視化 ········································································.37
4.1 什么是TensorBoard.................................................................................................. 37
4.2 基本流程與結(jié)構(gòu) ....................................................................................................... 37
4.3 圖表的可視化 ........................................................................................................... 39
4.3.1 計算圖和會話 ............................................................................................... 39
4.3.2 可視化過程 ................................................................................................... 40
4.4 監(jiān)控指標(biāo)的可視化 ................................................................................................... 41
4.4.1 Scalar ............................................................................................................. 41
4.4.2 Images ........................................................................................................... 41
4.4.3 Histogram ...................................................................................................... 41
4.4.4 Merge_all....................................................................................................... 42
4.5 學(xué)習(xí)過程的可視化 ................................................................................................... 42
4.5.1 數(shù)據(jù)序列化 ................................................................................................... 43
4.5.2 啟動TensorBoard ......................................................................................... 43
4.6 實驗：TensorBoard 可視化實現(xiàn) .............................................................................. 44
4.6.1 實驗?zāi)康?....................................................................................................... 44
4.6.2 實驗要求 ...................................................