第1章 開拓今后業(yè)務(wù)的機(jī)器學(xué)習(xí)

［人工智能現(xiàn)狀與本書概要］

1 什么是機(jī)器學(xué)習(xí)項(xiàng)目

［AI優(yōu)先］

2 了解AI優(yōu)先的時(shí)代背景

［GAFA Microsoft的對(duì)策］

3 從企業(yè)來看機(jī)器學(xué)習(xí)的策略

［技術(shù)進(jìn)化的意義］

4 機(jī)器學(xué)習(xí)帶來的沖擊·····························································

［機(jī)器寒武紀(jì)到來的背景］

5 了解機(jī)器學(xué)習(xí)受到關(guān)注的原因

［第四次工業(yè)革命］

6 作為國(guó)家成長(zhǎng)戰(zhàn)略的機(jī)器學(xué)習(xí)···········································

［日本企業(yè)的對(duì)策］

7 日本企業(yè)AI對(duì)策實(shí)況

［所需的人才供求］

8 AI·機(jī)器學(xué)習(xí)所需人才狀況

［從事機(jī)器學(xué)習(xí)的意義］

9 從事機(jī)器學(xué)習(xí)產(chǎn)生新的價(jià)值················································

專欄·如何在信息爆炸中獲取正確的信息···················

第2章 理解機(jī)器學(xué)習(xí)的機(jī)制

［機(jī)器學(xué)習(xí)概要］

10 什么是機(jī)器學(xué)習(xí)

［基于規(guī)則］

11 基于規(guī)則和機(jī)器學(xué)習(xí)的區(qū)別·················································

［機(jī)器學(xué)習(xí)的優(yōu)點(diǎn)］

12 從機(jī)器學(xué)習(xí)中能得到什么

［機(jī)器學(xué)習(xí)的全貌］

13 理解機(jī)器學(xué)習(xí)的分類····························································

［模型構(gòu)建的流程］

14 了解機(jī)器學(xué)習(xí)的模型構(gòu)建

［數(shù)據(jù)的類型和預(yù)處理］

15 理解數(shù)據(jù)和預(yù)處理································································

［算法的選擇和調(diào)整］

16 了解算法的選擇·······················································

［深度學(xué)習(xí)］

17 深度學(xué)習(xí)的基本機(jī)制·····························································

［模型驗(yàn)證和過擬合］

18 評(píng)價(jià)模型的精度·······································································

［模型的改善］

19 怎樣改善模型········································································

專欄·現(xiàn)在的AI和過去的AI有什么不同

第3章 了解機(jī)器學(xué)習(xí)所必需的資源
［必需的資源］

20 推進(jìn)機(jī)器學(xué)習(xí)項(xiàng)目所需資源·················································

［物理資源概要］

21 機(jī)器學(xué)習(xí)所需的軟件和硬件

［編程語(yǔ)言］

22 了解Python的特征

［庫(kù)］

23 了解機(jī)器學(xué)習(xí)的庫(kù)·································································

［統(tǒng)計(jì)分析軟件］

24 幫助機(jī)器學(xué)習(xí)的軟件·····························································

［利用云的硬件資源］

25 機(jī)器學(xué)習(xí)所需的硬件資源·····················································

專欄·AI和中國(guó)

第4章 確定項(xiàng)目的目標(biāo)

［項(xiàng)目的全貌］

26 機(jī)器學(xué)習(xí)項(xiàng)目的階段區(qū)分方式·············································

［構(gòu)思階段］

27 抓住構(gòu)思階段的全貌·····························································

［課題的設(shè)定］

28 什么是機(jī)器學(xué)習(xí)項(xiàng)目的課題··········································

［課題的設(shè)定］

29 理解什么樣的課題可以通過機(jī)器學(xué)習(xí)解決·························

［用于機(jī)器學(xué)習(xí)的數(shù)據(jù)種類］

30 理解對(duì)課題可用的數(shù)據(jù)··························································

［機(jī)器學(xué)習(xí)系統(tǒng)］

31 理解機(jī)器學(xué)習(xí)系統(tǒng)化的必要性·····································

［課題方案的探討］

32 考慮機(jī)器學(xué)習(xí)項(xiàng)目的候選課題··············································

［課題的篩選］

33 用期望成果和數(shù)據(jù)利用的可能性縮小范圍························

［設(shè)計(jì)業(yè)務(wù)和系統(tǒng)］

34 設(shè)計(jì)能夠應(yīng)用機(jī)器學(xué)習(xí)的業(yè)務(wù)和系統(tǒng)······································

［日程的研究與制定］

35 制定機(jī)器學(xué)習(xí)項(xiàng)目的日程······················································

［ 執(zhí)行體制的探討］

36 構(gòu)建機(jī)器學(xué)習(xí)項(xiàng)目的體制······················································

［ROI的估算］

37 估算ROI（投資回報(bào)率）

［方案書的寫法］

38 了解有效的方案書的寫法·····················································

專欄·回答什么問題，解決什么課題

第5章 確立項(xiàng)目的體制

［利用外部的合作伙伴］

39 探討向外部合作伙伴企業(yè)的支援請(qǐng)求

［合作伙伴的選擇標(biāo)準(zhǔn)］

40 確定選擇合作伙伴的標(biāo)準(zhǔn)······················································116

［利用分析服務(wù)公司］

41 向分析服務(wù)公司請(qǐng)求幫助·····················································

［利用咨詢公司］

42 向咨詢公司請(qǐng)求幫助······························································

［活用公司內(nèi)部人才］

43 確保機(jī)器學(xué)習(xí)項(xiàng)目所需的人才··············································

［與其他公司簽約合作］

44 了解合同形式的特征和注意事項(xiàng)·········································

［費(fèi)用／成本］

45 什么是機(jī)器學(xué)習(xí)系統(tǒng)的費(fèi)用預(yù)算········································

專欄·10年后工作真的會(huì)被AI奪走嗎

第6章 驗(yàn)證項(xiàng)目

46 實(shí)現(xiàn)的可能性

［PoC階段的全貌］

47 了解構(gòu)成PoC階段的任務(wù)

［數(shù)據(jù)評(píng)估］

48 如何評(píng)價(jià)用于機(jī)器學(xué)習(xí)的數(shù)據(jù)··············································

［實(shí)體模型的構(gòu)建］

49 構(gòu)建用于驗(yàn)證可行性的模型··················································

［使用已訓(xùn)練好的模型］

50 利用云服務(wù)訓(xùn)練好的模型······················································

［驗(yàn)證項(xiàng)目的評(píng)估］

51 評(píng)估PoC階段的驗(yàn)證項(xiàng)目

［傳感器的驗(yàn)證］

52 安裝的傳感器來獲取數(shù)據(jù)··············································

專欄·黃瓜農(nóng)戶與深度學(xué)習(xí)

第7章 實(shí)裝機(jī)器

53 學(xué)習(xí)系統(tǒng)

［實(shí)裝階段的全貌］

54 了解構(gòu)成實(shí)裝階段的任務(wù)·····················································

［實(shí)裝的特異性］

55 機(jī)器學(xué)習(xí)系統(tǒng)與一般系統(tǒng)開發(fā)的區(qū)別·································

［需求定義的推進(jìn)方法］

56 機(jī)器學(xué)習(xí)系統(tǒng)的需求定義······················································

［設(shè)計(jì)與開發(fā)的推進(jìn)方法］

57 機(jī)器學(xué)習(xí)系統(tǒng)的設(shè)計(jì)與開發(fā)··················································

［測(cè)試的推進(jìn)方法］

58 機(jī)器學(xué)習(xí)系統(tǒng)的測(cè)試······························································

專欄·創(chuàng)造超人般的AI

第8章 掌握機(jī)器學(xué)習(xí)系統(tǒng)的使用要點(diǎn)

［應(yīng)用階段的全貌］

59 機(jī)器學(xué)習(xí)項(xiàng)目特有的應(yīng)用任務(wù)··············································

［KPI的監(jiān)測(cè)］

60 應(yīng)該定義怎樣的KPI

［模型的微調(diào)］

61 修正機(jī)器學(xué)習(xí)模型·································································

［系統(tǒng)的應(yīng)用］

62 應(yīng)用機(jī)器學(xué)習(xí)系統(tǒng)的課題······················································

專欄·想制作一個(gè)打掃整理機(jī)器人

第9章 從成功事例中學(xué)習(xí)機(jī)器學(xué)習(xí)項(xiàng)目

［案例學(xué)習(xí)①］

63 根據(jù)顧客的行為作出反饋的推薦系統(tǒng)·································

［案例學(xué)習(xí)②］

64 從SNS的投稿圖像中分析商品的使用場(chǎng)景

［案例學(xué)習(xí)③］

65 機(jī)器人根據(jù)語(yǔ)音請(qǐng)求作出行動(dòng)··············································

專欄·AI創(chuàng)造的新工作