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人工智能數(shù)據(jù)標(biāo)注實(shí)戰(zhàn)教程 版權(quán)信息
- ISBN：9787121459115
- 條形碼：9787121459115 ; 978-7-121-45911-5
- 裝幀：平塑
- 冊(cè)數(shù)：暫無
- 重量：暫無
- 所屬分類：>
人工智能數(shù)據(jù)標(biāo)注實(shí)戰(zhàn)教程 內(nèi)容簡(jiǎn)介
本書詳細(xì)介紹了人工智能的主要概念、技術(shù)和應(yīng)用等。全書共5章，首先介紹了現(xiàn)階段數(shù)據(jù)標(biāo)注崗位相關(guān)基礎(chǔ)知識(shí)；其次按照數(shù)據(jù)標(biāo)注任務(wù)分類，分別介紹了圖像、視頻、自然語言和音頻數(shù)據(jù)標(biāo)注方法和標(biāo)注平臺(tái)使用的實(shí)用技術(shù)。本書面向高職院校人工智能技術(shù)應(yīng)用等專業(yè)方向低年級(jí)學(xué)生及廣大人工智能初學(xué)者，書中內(nèi)容緊跟課程思政要求，內(nèi)容由淺入深，事實(shí)鮮明。通過本書可以在概覽人工智能深度學(xué)習(xí)范疇下數(shù)據(jù)標(biāo)注員崗位全貌的同時(shí)，也可以對(duì)該崗位實(shí)用技術(shù)有全面且細(xì)致的掌握。
人工智能數(shù)據(jù)標(biāo)注實(shí)戰(zhàn)教程 目錄
第 1 章 數(shù)據(jù)標(biāo)注基礎(chǔ) ..................................................................................................................... 1
1.1 數(shù)據(jù)標(biāo)注定義 .................................................................................................................... 3
1.1.1 任務(wù)分類 ................................................................................................................. 3
1.1.2 數(shù)據(jù)標(biāo)注項(xiàng)目的工作流程 ..................................................................................... 4
1.2 計(jì)算機(jī)視覺標(biāo)注相關(guān)基礎(chǔ)概念 ........................................................................................ 4
1.2.1 圖像 ......................................................................................................................... 5
1.2.2 視頻 ......................................................................................................................... 8
1.3 自然語言處理標(biāo)注相關(guān)基礎(chǔ)概念 .................................................................................. 10
1.3.1 文件格式 ............................................................................................................... 10
1.3.2 字符編碼 ............................................................................................................... 13
1.4 語音標(biāo)注相關(guān)基礎(chǔ)概念 .................................................................................................. 14
1.4.1 聲音信號(hào) ............................................................................................................... 14
1.4.2 數(shù)字聲音 ............................................................................................................... 15
1.4.3 音頻格式 ............................................................................................................... 16
1.5 標(biāo)注環(huán)境安裝和配置 ...................................................................................................... 16
1.5.1 MiniConda 的安裝和配置 .................................................................................... 16
1.5.2 Label Studio 的安裝和配置 .................................................................................. 17
1.5.3 Label Studio 的基本使用方法 .............................................................................. 18
1.6 數(shù)據(jù)標(biāo)注項(xiàng)目和質(zhì)量控制 .............................................................................................. 23
1.6.1 標(biāo)注項(xiàng)目需求 ....................................................................................................... 23
1.6.2 團(tuán)隊(duì)組建 ............................................................................................................... 23
1.6.3 質(zhì)量控制 ............................................................................................................... 24
1.6.4 標(biāo)注員職業(yè)素養(yǎng) ................................................................................................... 26
1.7 動(dòng)手實(shí)踐 .......................................................................................................................... 26
小結(jié) ........................................................................................................................................... 27
課后習(xí)題 ................................................................................................................................... 27
第 2 章 圖像標(biāo)注項(xiàng)目 ................................................................................................................... 29
2.1 圖像標(biāo)簽分類標(biāo)注任務(wù) .................................................................................................. 29
2.1.1 相關(guān)基礎(chǔ)知識(shí) ....................................................................................................... 29
2.1.2 典型應(yīng)用場(chǎng)景 ....................................................................................................... 29
2.1.3 實(shí)踐標(biāo)注操作 ....................................................................................................... 30
2.1.4 動(dòng)手實(shí)踐 ............................................................................................................... 38
2.2 圖像目標(biāo)檢測(cè)標(biāo)注任務(wù) .................................................................................................. 39
2.2.1 目標(biāo)檢測(cè)標(biāo)注 ....................................................................................................... 39
2.2.2 小目標(biāo)檢測(cè)標(biāo)注 ................................................................................................... 50
2.3 圖像分割標(biāo)注任務(wù) .......................................................................................................... 67
2.3.1 語義分割標(biāo)注任務(wù) ............................................................................................... 67
2.3.2 實(shí)例分割標(biāo)注任務(wù) ............................................................................................... 74
2.3.3 全景分割標(biāo)注任務(wù) ............................................................................................... 80
2.4 關(guān)鍵點(diǎn)標(biāo)注任務(wù) .............................................................................................................. 87
2.4.1 相關(guān)基礎(chǔ)知識(shí) ....................................................................................................... 87
2.4.2 典型應(yīng)用場(chǎng)景 ....................................................................................................... 87
2.4.3 實(shí)踐標(biāo)注操作 ....................................................................................................... 88
2.4.4 動(dòng)手實(shí)踐 ............................................................................................................... 92
小結(jié) ........................................................................................................................................... 93
課后習(xí)題 ................................................................................................................................... 94
第 3 章 視頻標(biāo)注項(xiàng)目 ................................................................................................................... 95
3.1 視頻分類標(biāo)注任務(wù) .......................................................................................................... 95
3.1.1 相關(guān)基礎(chǔ)知識(shí) ....................................................................................................... 95
3.1.2 典型應(yīng)用場(chǎng)景 ....................................................................................................... 96
3.1.3 實(shí)踐標(biāo)注操作 ....................................................................................................... 98
3.1.4 動(dòng)手實(shí)踐 ............................................................................................................. 104
3.2 視頻跨幀追蹤標(biāo)注任務(wù) ................................................................................................ 104
3.2.1 相關(guān)基礎(chǔ)知識(shí) ..................................................................................................... 104
3.2.2 典型應(yīng)用場(chǎng)景 ..................................................................................................... 104
3.2.3 實(shí)踐標(biāo)注操作 ..................................................................................................... 107
3.2.4 動(dòng)手實(shí)踐 ............................................................................................................. 115
小結(jié) ......................................................................................................................................... 115
課后習(xí)題 ................................................................................................................................. 116
第 4 章 自然語言標(biāo)注項(xiàng)目 ..............................................
1.1 數(shù)據(jù)標(biāo)注定義 .................................................................................................................... 3
1.1.1 任務(wù)分類 ................................................................................................................. 3
1.1.2 數(shù)據(jù)標(biāo)注項(xiàng)目的工作流程 ..................................................................................... 4
1.2 計(jì)算機(jī)視覺標(biāo)注相關(guān)基礎(chǔ)概念 ........................................................................................ 4
1.2.1 圖像 ......................................................................................................................... 5
1.2.2 視頻 ......................................................................................................................... 8
1.3 自然語言處理標(biāo)注相關(guān)基礎(chǔ)概念 .................................................................................. 10
1.3.1 文件格式 ............................................................................................................... 10
1.3.2 字符編碼 ............................................................................................................... 13
1.4 語音標(biāo)注相關(guān)基礎(chǔ)概念 .................................................................................................. 14
1.4.1 聲音信號(hào) ............................................................................................................... 14
1.4.2 數(shù)字聲音 ............................................................................................................... 15
1.4.3 音頻格式 ............................................................................................................... 16
1.5 標(biāo)注環(huán)境安裝和配置 ...................................................................................................... 16
1.5.1 MiniConda 的安裝和配置 .................................................................................... 16
1.5.2 Label Studio 的安裝和配置 .................................................................................. 17
1.5.3 Label Studio 的基本使用方法 .............................................................................. 18
1.6 數(shù)據(jù)標(biāo)注項(xiàng)目和質(zhì)量控制 .............................................................................................. 23
1.6.1 標(biāo)注項(xiàng)目需求 ....................................................................................................... 23
1.6.2 團(tuán)隊(duì)組建 ............................................................................................................... 23
1.6.3 質(zhì)量控制 ............................................................................................................... 24
1.6.4 標(biāo)注員職業(yè)素養(yǎng) ................................................................................................... 26
1.7 動(dòng)手實(shí)踐 .......................................................................................................................... 26
小結(jié) ........................................................................................................................................... 27
課后習(xí)題 ................................................................................................................................... 27
第 2 章 圖像標(biāo)注項(xiàng)目 ................................................................................................................... 29
2.1 圖像標(biāo)簽分類標(biāo)注任務(wù) .................................................................................................. 29
2.1.1 相關(guān)基礎(chǔ)知識(shí) ....................................................................................................... 29
2.1.2 典型應(yīng)用場(chǎng)景 ....................................................................................................... 29
2.1.3 實(shí)踐標(biāo)注操作 ....................................................................................................... 30
2.1.4 動(dòng)手實(shí)踐 ............................................................................................................... 38
2.2 圖像目標(biāo)檢測(cè)標(biāo)注任務(wù) .................................................................................................. 39
2.2.1 目標(biāo)檢測(cè)標(biāo)注 ....................................................................................................... 39
2.2.2 小目標(biāo)檢測(cè)標(biāo)注 ................................................................................................... 50
2.3 圖像分割標(biāo)注任務(wù) .......................................................................................................... 67
2.3.1 語義分割標(biāo)注任務(wù) ............................................................................................... 67
2.3.2 實(shí)例分割標(biāo)注任務(wù) ............................................................................................... 74
2.3.3 全景分割標(biāo)注任務(wù) ............................................................................................... 80
2.4 關(guān)鍵點(diǎn)標(biāo)注任務(wù) .............................................................................................................. 87
2.4.1 相關(guān)基礎(chǔ)知識(shí) ....................................................................................................... 87
2.4.2 典型應(yīng)用場(chǎng)景 ....................................................................................................... 87
2.4.3 實(shí)踐標(biāo)注操作 ....................................................................................................... 88
2.4.4 動(dòng)手實(shí)踐 ............................................................................................................... 92
小結(jié) ........................................................................................................................................... 93
課后習(xí)題 ................................................................................................................................... 94
第 3 章 視頻標(biāo)注項(xiàng)目 ................................................................................................................... 95
3.1 視頻分類標(biāo)注任務(wù) .......................................................................................................... 95
3.1.1 相關(guān)基礎(chǔ)知識(shí) ....................................................................................................... 95
3.1.2 典型應(yīng)用場(chǎng)景 ....................................................................................................... 96
3.1.3 實(shí)踐標(biāo)注操作 ....................................................................................................... 98
3.1.4 動(dòng)手實(shí)踐 ............................................................................................................. 104
3.2 視頻跨幀追蹤標(biāo)注任務(wù) ................................................................................................ 104
3.2.1 相關(guān)基礎(chǔ)知識(shí) ..................................................................................................... 104
3.2.2 典型應(yīng)用場(chǎng)景 ..................................................................................................... 104
3.2.3 實(shí)踐標(biāo)注操作 ..................................................................................................... 107
3.2.4 動(dòng)手實(shí)踐 ............................................................................................................. 115
小結(jié) ......................................................................................................................................... 115
課后習(xí)題 ................................................................................................................................. 116
第 4 章 自然語言標(biāo)注項(xiàng)目 ..............................................
展開全部
人工智能數(shù)據(jù)標(biāo)注實(shí)戰(zhàn)教程 作者簡(jiǎn)介
張波，畢業(yè)于南開大學(xué)軟件工程專業(yè)，擁有多年一線軟件開發(fā)經(jīng)歷，多年在國(guó)內(nèi)軟件企業(yè)從事企業(yè)級(jí)軟件開發(fā)工作。目前就職于天津電子信息職業(yè)技術(shù)學(xué)院，主要關(guān)注人工智能技術(shù)應(yīng)用及相關(guān)軟件開發(fā)工作。近幾年，先后參加了華為、Baidu等國(guó)內(nèi)一線大廠師資培訓(xùn)，出版教材多本，指導(dǎo)學(xué)生參與各類計(jì)算機(jī)專業(yè)相關(guān)比賽并取得優(yōu)異成績(jī)。
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