Adobe Senseiで変わるクリエイティブ業界

Agenda
・Paradigm Shift（パラダイムシフト）
・Classification（AI(人工知能)関連情報の分類）
・AI Creative（AIとクリエイティブ分野）
・AI Research Room（いま何をすべきか）
・Conclusion（まとめ）

講演者：Mr.Creative.Edge (yuuji sakai)
Adobe Community Evangelist
https://www.adobe.com/jp/information/creativecloud/adobe-community-evangelist/yuji-sakai.html

Transcript

1. "EPCF
   4FOTFJͰมΘΔΫϦΤΠςΟϒۀք Creative Edge School Books http://design-zero.tv Adobe Community Evangelist Mr.Creative.Edge ڥ
   ༞࢘
2. Adobe Community Evangelist Mr.Creative.Edge @commonstyle ڥ
   ༞࢘
3. Agenda Paradigm Shift Classification AI Creative AI Research Room ύϥμΠϜγϑτ "* ਓ޻஌ೳ ؔ࿈৘ใͷ෼ྨ "*ͱΫϦΤΠςΟϒ෼໺ ͍·ԿΛ͢΂͖͔ Conclusion ·ͱΊ
4. Adobe MAX 2018 October 15–17 in Los Angeles
7. 7JEFP
8. 7JEFP
9. The Creativity Platform For All
10. Premiere Rush Lightroom CC Spark
11. Premiere Rush Lightroom CC Spark Adobe Sensei
16. 7JEFP
17. Paradigm Shift ύϥμΠϜγϑτ
18. 1990 2010 2000 2020 ݱ
    ࡏ 1980
19. 1990 2010 2000 2020 ݱ
    ࡏ 1PTU4DSJQU  1980 "EPCF
20. 1990 2010 2000 2020 ݱ
    ࡏ 1PTU4DSJQU  1980  .BDJOUPTI
    ** "MEVT
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    $PNQVUFS "EPCF
    *MMVTUSBUPS
    
21. 1990 2010 2000 2020 ݱ
    ࡏ 1PTU4DSJQU  1980  .BDJOUPTI
    ** "MEVT
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    *MMVTUSBUPS
     σδλϧσβΠϯֵ໋
22. 1990 2010 2000 2020 ݱ
    ࡏ 1PTU4DSJQU  1980  .BDJOUPTI
    ** "MEVT
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    $PNQVUFS "EPCF
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     σδλϧσβΠϯֵ໋ Πϯλʔωοτֵ໋
23. 1990 2010 2000 2020 ݱ
    ࡏ 1PTU4DSJQU  1980  .BDJOUPTI
    ** "MEVT
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24. 1990 2010 2000 2020 ݱ
    ࡏ 1PTU4DSJQU  1980  .BDJOUPTI
    ** "MEVT
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    $PNQVUFS "EPCF
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     σδλϧσβΠϯֵ໋ Πϯλʔωοτֵ໋ "*ֵ໋
25. ͍ͭͷ࣌୅΋ਓؒͷຊ࣭ʹมΘΓͳ͍ͨΊɺ
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26. 1990 2010 2000 2020 ݱ
    ࡏ 1PTU4DSJQU  1980  .BDJOUPTI
    ** "MEVT
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    $PNQVUFS "EPCF
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28. 1985 2000 2020 1980 1990 2010 1988 ੈքதͷ
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29. 1985 2000 2020 1980 1990 2010 1988 ੈքதͷ
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30. 1985 2000 2020 1980 1990 2010 1988 ੈքதͷ
    શͯͷσβΠφʔ͕
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    ݱ࣮Λ௒͑ΒΕͳ͍࣌ظ
35. 1985 2000 2020 1980 1990 2010 1988 ݱ
    ࡏ ੈքதͷ
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    ͸ࠓޙɺ"*͕
    ୲͏͜ͱʹͳΓ·͢ɻ
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36. ͍ͭͷ࣌୅΋ਓؒͷຊ࣭ʹมΘΓͳ͍ͨΊɺ
    աڈʹ͋ͬͨ͜ͱ͸ɺ·ͨޙͷ࣌୅ʹ΋
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37. େ൒ͷσβΠφʔ͸
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38. ςΫϊϩδʔʹର߅ͯ͠
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    ചΓʹ͢Δͱաॏ࿑ಇ͕૿͢ ͖Ίࡉ͔ͳରԠ ڭ܇
39. աڈͷܦݧɺ ଐਓతͳצͷ
    ॏཁੑ͸มΘΒͳ͍͕ɺ
    ΑΓίετߴʹͳ͍ͬͯ͘ ݸਓͷܦݧ஌Λ
    Ϗδωεͷ
    Ξυόϯςʔδʹ͢Δ ڭ܇
40. ςΫϊϩδʔͱڝ૪ͯ͠͸͍͚ͳ͍ ڭ܇
41. ਓؒ "* 74
42. ਓؒ "* 74 ʷ
43. ਓؒ "* 74 Λ࢖͍͜ͳ͢ ਓؒ
44. ਓؒ "* 74 Λ࢖͍͜ͳ͢ ਓؒ ࢓ࣄͷߴ౓Խ͕ਐΉ
45. ਓؒ "* 74 Λ࢖͍͜ͳ͢ ਓؒ ଞ෼໺ͷاۀ΍ݸਓʹ
    ࢓ࣄ͕ୣΘΕΔ "*ʹ࢓ࣄ͕ୣΘΕΔΘ͚Ͱ͸ͳ͍ ࢓ࣄͷߴ౓Խ͕ਐΉ
46. ʲ"ʳ"*ͰলྗԽ͞Ε͍ͯ͘΋ͷ ʲ#ʳ"*Ͱ͸ۃΊͯࠔ೉ͳ͜ͱ
47. ʲ"ʳ"*ͰলྗԽ͞Ε͍ͯ͘΋ͷ ʲ#ʳ"*Ͱ͸ۃΊͯࠔ೉ͳ͜ͱ σβΠϯͷςετɺ෼ੳɾධՁɺ
    ϢʔβϏϦςΟվળɺαΠτͷ৘ใઃܭͳͲ ਓͷ৘ಈʹૌ͔͚͑Δݟͨ໨ͷσβΠϯɺ
    ͔͍͍ͬ͜ɺՄѪ͍ɺΩϨΠɺָ͍͠౳
48. ʲ"ʳ"*ͰলྗԽ͞Ε͍ͯ͘΋ͷ ʲ#ʳ"*Ͱ͸ۃΊͯࠔ೉ͳ͜ͱ σβΠϯͷςετɺ෼ੳɾධՁɺ
    ϢʔβϏϦςΟվળɺαΠτͷ৘ใઃܭͳͲ ਓͷ৘ಈʹૌ͔͚͑Δݟͨ໨ͷσβΠϯɺ
    ͔͍͍ͬ͜ɺՄѪ͍ɺΩϨΠɺָ͍͠౳
49. content velocity ͔͔࣌ؒͬͨ࡞ۀ͕෼ʹͳΔ ͳͥɺ εϐʔυΛ൐ͬͨίϯςϯπ੍࡞͕
    ॏཁͳͷ͔ʁ
50. όφʔ޿ࠂͷߴ଎ϓϩτλΠϐϯά ࠶ੜ࣌ؒɿඵ
51. 7JEFP
52. 7JEFP
53. Plugin for Adobe XD
54. Dog Magazine iPad Apps Example
55. Plugin for Adobe XD PhotoSplash Pro https://www.qooqee.com/adobe-xd/plugins/photosplash/
56. 7JEFP
58. @commonstyle Adobe XD Ecosystem: Research Group 9%ΤίγεςϜɾϦαʔνάϧʔϓ ʢ'BDFCPPLάϧʔϓʣ ɾ9%֦ுʹؔ͢Δ࠷৽৘ใͷڞ༗
    ɾ9%ϓϥάΠϯͷ೔ຊޠ؀ڥͰͷݕূɺςετ
    ɾσβΠφʔ޲ֶ͚शίϯςϯπ ϓϥάΠϯͷ࡞Γํ౳ ൓өɾڞ༗ ࠷৽৘ใ͸5XJUUFSͰʂ
59. Content-Aware Fit powered by Adobe Sensei InDesign
60. IUUQTWJTJUDSPXEqPXFSDPNST;#&JNBHFT41SFWPTU@"EPCF@5SBJO@"*@QEG Machine Learning for Digital Creativity ݦஶੑݕग़
61. 7JEFP
62. 7JEFP
63. Classification "* ʢਓ޻஌ೳʣ ؔ࿈৘ใͷ෼ྨ
64. "* Artificial Inteligence ΞʔςΟϑΟγϟϧɾΠϯςϦδΣϯε
65. Artificial Inteligence ਓ޻஌ೳͷݚڀ͸ࠓ೥Ͱ೥໨ ೥ͷμʔτϚεձٞͰ
    ॳΊͯਓ޻஌ೳͱ͍͏ݴ༿͕࢖ΘΕͨ
66. ػցֶश Machine Learning
67. ػցֶश
    ɹɹɾχϡʔϥϧωοτϫʔΫʢ//ɿ/FVSBM
    /FUXPSLʣ
    ɹɹɹɹɹɹɹɹɾσΟʔϓϥʔχϯάʢਂ૚ֶशʣ
    ɹɹɹɹɹɹɹɹɹσΟʔϓχϡʔϥϧωοτϫʔΫͰػցֶश͢Δ͜ͱΛ
    ɹɹɹɹɹɹɹɹɹσΟʔϓϥʔχϯάͱݴ͏
    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɾ$//ʢ৞ΈࠐΈχϡʔϥϧωοτϫʔΫʣ
    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹίϯϘϦϡʔγϣφϧɾχϡʔϥϧωοτϫʔΫ
    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹ$POWPMVUJPOBM
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    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹաֶशΛճආ͢Δ
    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɾ3//ʢ࠶ؼܕχϡʔϥϧωοτϫʔΫʣ
    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹϦΧϨϯτχϡʔϥϧωοτϫʔΫ
    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹ3FDVSSFOU
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    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹಈతσʔλରԠͷσΟʔϓϥʔχϯά
    ɹɹɹɹɹɹɹɹɹɹɹɹɹɹɹಈతσʔλͱ͸ձ࿩ɺಈըɺԻ੠ɺ࣌ܥྻͷ౷ܭσʔλ΍
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68. "* ػցֶश ਂ૚ֶश σΟʔϓϥʔχϯά CNN RNN
69. ͱ ͷؔ܎ Adobe Sensei AI ͷ"*ٕज़ʣ ʢ
70. ೥݄͔Β݄ 1956 2018 ೥໨ μʔτϚεձٞ "*͸೥Ҏ্ଓ͍͍ͯΔݚڀ෼໺Ͱ͢       
71. ೥݄͔Β݄ 1956 2018 ೥໨ μʔτϚεձٞ        "EPCFઃཱ ೥ Photoshop 1.07 ೥ Adobe Magic ೥ Adobe Sensei ೥
72. ೥݄͔Β݄ 1956 2018 ೥໨ μʔτϚεձٞ        "EPCFઃཱ ೥ Photoshop 1.07 ೥ Adobe Magic ೥ Adobe Sensei ೥
73. ೥݄͔Β݄ 1956 2018 ೥໨ μʔτϚεձٞ        "EPCFઃཱ ೥ Photoshop 1.07 ೥ Adobe Magic ೥ Adobe Sensei ೥ 2012
74. Adobe Magic "EPCF͸l࣮༻తͳຐ๏z
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75. Adobe Magic "EPCF͸l࣮༻తͳຐ๏z
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    ೥དྷͷϒϨʔΫεϧʔ Deep Learningֵ໋
76. ೥݄͔Β݄ 1956 2018 μʔτϚεձٞ        "EPCFઃཱ ೥ Photoshop 1.07 ೥ Adobe Magic ೥ Adobe Sensei ೥ 2012 ػցֶशʗσΟʔϓϥʔχϯάͷ࣌୅
77. ೥݄͔Β݄ 1956 2018 μʔτϚεձٞ        "EPCFઃཱ ೥ Photoshop 1.07 ೥ Adobe Magic ೥ Adobe Sensei ೥ 2012 ػցֶशʗσΟʔϓϥʔχϯάͷ࣌୅ Creative Cloud ೥݄೔
78. 2006 2018 Adobe Magic ೥ Adobe Sensei ೥݄ ػցֶश
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79. 2006 2018 Adobe Magic ೥ Adobe Sensei ೥݄ ػցֶश
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80. https://www.adobe.com/jp/sensei.html Adobe Sensei
81. https://www.adobe.com/jp/sensei.html Adobe Sensei Adobe Senseiͱ͸ "EPCF
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82. "* ػցֶश ਂ૚ֶश σΟʔϓϥʔχϯά CNN RNN
83. 2006 2018 Adobe Magic ೥ Adobe Sensei ೥݄ ػցֶश
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    ઓུతఏܞΛൃද ೥୅͔Βଓ͍͍ͯΔ"*ݚڀ։ൃ ػցֶश
84. Fuel Rocket Rocket = AI Fuel = Data ϩέοτ ೩
    ྉ ػցֶश Machine Learning
85. ಋ
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86. ಋ
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87. ಋ
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88. ͷػցֶश
89. ίϯςϯπ σʔλ "* πʔϧ
90. ͷػցֶश
91. Millions of royalty-free images, graphics, videos, templates, and 3D assets — even editorial content, 4K and HD video, and a Premium and Editorial collection. ԯઍສ఺Ҏ্ͷΞηοτ
92. ετΫγʔ ϙϯυ ΞϚφΠϝʔδζ https://500px.com/ https://www.pond5.com/ https://www.stocksy.com/ http://amanaimages.com/
93. ϑΝΠϒϋϯυϨουϐΫηϧζ ετΫγʔ ϩΠλʔ 64"τΡσΟ
94. Millions of royalty-free images, graphics, videos, templates, and 3D assets — even editorial content, 4K and HD video, and a Premium and Editorial collection. ԯ఺Ҏ্ͷΞηοτ Fuel Rocket Data AI
95. https://www.behance.net/
96. https://www.behance.net/ #FIBODFࣾΛങऩɺ
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    ৽ͨͳίϛϡχςΟػೳΛల։ ೥݄೔ "EPCFš
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97. https://www.behance.net/
98. ԯ఺Ҏ্ͷΞηοτ Fuel Rocket Data AI  ສਓҎ্ͷΫϦΤʔλʔίϛϡχςΟ Creative Cloud 1IPUPTIPQ΍*MMVTUSBUPSͷੈքதͷϢʔβʔ
99. ԯ఺Ҏ্ͷΞηοτ Fuel Rocket Data AI  ສਓҎ্ͷΫϦΤʔλʔίϛϡχςΟ Creative Cloud 1IPUPTIPQ΍*MMVTUSBUPSͷੈքதͷϢʔβʔ ڝ߹ଞࣾͱͷ
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103. Fuel Rocket = AI Fuel = Data
104. Fuel Rocket = AI Fuel = Data Computing Power
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124. Full Paper ࿦จ Patents ಛڐ Tech Transfer ٕज़Ҡస Sneak ϦϦʔεલͷϓϨϏϡʔ
125. Full Paper ࿦จ PatchMatch: http://gfx.cs.princeton.edu/pubs/Barnes_2009_PAR/patchmatch.pdf A Randomized Correspondence Algorithm for Structural Image Editing ೥݄೔
126. Patents Semantic Class Localization in Images (US 9846840) http://www.freepatentsonline.com/y2017/0344884.html Generating Image Features Based on Robust Feature-Learning (US 9830526) http://www.freepatentsonline.com/9830526.html Accurate Tag Relevance Prediction for Image Search (Pending, International) https://www.google.com/patents/US20170236055 Image Zooming (US 9805445) https://www.google.com/patents/US9805445 Image Cropping Suggestion Using Multiple Saliency Maps (US 9626584) https://www.google.com/patents/US9626584 Saliency Map Computation (US 9454712) https://www.google.com/patents/US9454712 ಛڐ
127. Patents Image Cropping Suggestion Using Multiple Saliency Maps https://www.google.com/patents/US9626584 ಛڐ US 9626584 ෳ਺ͷݦஶੑϚοϓΛ࢖༻ͨ͠
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128. Tech Transfer ٕज़Ҡస • Open Closed Eyes in Photoshop Elements 2018 • Match Font is now also part of InDesign, Illustrator, Capture CC (3.0.1) and a TypeKit service • Auto Ground Plane (using adapted Upright) and Match Lighting (using adapted CAF) shipped in Dimension CC 1.0 • Capture Perspective Grids from Photos in Adobe Photoshop Sketch (3.5) and Adobe Illustrator Draw (3.4) • Match Font in Photoshop CC (2015.5) • Content Aware Crop in Photoshop CC (2015.5) • Transform on Drop for Content Aware Move in Photoshop CC (2015) • Content Aware Fill for Photomerge in Photoshop CC (2015) • Interactive Healing Brush in Photoshop Mix (Jan. 2015) • Upright and Content Aware Fill in Photoshop Mix (Jan 2015) • Fixel- Content Aware Fill iOS app (July 2014) • Color Adaptation for Content Aware Fill, Patch & Move in Photoshop CC 2014 (15.0) • Upright- automatic perspective correction in Lightroom 5 and Photoshop CC 14.1 • Content Aware Patch and Move tools in Photoshop CS6, Content Aware Move tool in PSE12 • Content Aware Fill in Photoshop CS5, Content Aware Spot Healing Brush in PSE9, Autofill Edges/ Straighten Tool in PSE12
129. Tech Transfer ٕज़Ҡస •Open Closed Eyes in Photoshop Elements 2018 •Match Font is now also part of InDesign, Illustrator, Capture CC (3.0.1) and a TypeKit service •Auto Ground Plane (using adapted Upright) and Match Lighting (using adapted CAF) shipped in Dimension CC 1.0 •Capture Perspective Grids from Photos in Adobe Photoshop Sketch (3.5) and Adobe Illustrator Draw (3.4) •Match Font in Photoshop CC (2015.5) https://research.adobe.com/person/eli-shechtman/
130. Tech Transfer ٕज़Ҡస Open Closed Eyes Photoshop Elements 2018
131. Tech Transfer ٕज़Ҡస Open Closed Eyes Photoshop Elements 2018
132. Tech Transfer ٕज़Ҡస Open Closed Eyes Photoshop Elements 2018
133. Tech Transfer Select Subject https://youtu.be/x-9qYLr15tU ٕज़Ҡస Photoshop CC 2018 Deep learning based salient object detection with high boundary accuracy. This is one of the first few Sensei powered features in Adobe flagship products. I designed and developed the deep learning algorithm behind this feature. Auto Selection Photoshop Elements 2018 Deep learning based interactive image segmentation. I designed and developed the deep learning algorithm behind this feature. https://youtu.be/kXUW1Z_f5Ug
134. Sneak https://www.youtube.com/watch?v=x-9qYLr15tU ϦϦʔεલͷϓϨϏϡʔ Photoshop Sneak Peek: Select Subject in Photoshop CC We’re excited to give you a sneak peek into one of the new functionalities coming to Photoshop CC. Select Subject, powered by Adobe Sensei, is a tool that enables users to make their selections in one click. With Select Subject, you’ll be able to get started with your selections faster than ever before.
135. ϝσΟΞ͕࿦จΛऔΓ্͛ͯ
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159. Adjust Facial Features
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171. Adobe Photoshop CC Adobe Sensei Y
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192. Responsive-resize Adobe XD ݄Ξοϓσʔτͷ৽ػೳ
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197. Auto Tag Auto Crop Body Crop Image Cutout Image Quality Color Swatch The current list of Adobe Sensei functions algorithms available: https://www.adobe.io/apis/cloudplatform/sensei/senseifunctions.html ίϯςϯπʹԠͨ͡੾Γൈ͖ ࣗಈλά෇͚ ඃࣸମͷ੾Γൈ͖ ϓϩϨϕϧͷը૾ͷධՁ ը૾ͷഎܠͱલܠΛ෼཭ ৭ݟຊͷࣗಈܭࢉ ར༻Մೳͳ"EPCF
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199. AI Research Room ͍·ԿΛ͢΂͖͔
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     ࡏ 1PTU4DSJQU  1980  .BDJOUPTI
     ** "MEVT
     1BHF.BLFS "EPCF "QQMF
     $PNQVUFS "EPCF
     *MMVTUSBUPS
      σδλϧσβΠϯֵ໋ Πϯλʔωοτֵ໋ "*ֵ໋
201. ٙ৺҉َ ա౓ͳظ଴
202. ٙ৺҉َ ա౓ͳظ଴ ϒʔϜʹ࿭Θ͞ΕΔͳʂ "*͕΍ͬͯ͘ΕΔͷͰ࢓ࣄָ͕ʹͳΔͧʂ "*ʹ࢓ࣄ͕ୣΘΕͯ͠·͏ʂ
203. ٙ৺҉َ ա౓ͳظ଴ ϒʔϜʹ࿭Θ͞ΕΔͳʂ "*͕΍ͬͯ͘ΕΔͷͰ࢓ࣄָ͕ʹͳΔͧʂ "*ʹ࢓ࣄ͕ୣΘΕͯ͠·͏ʂ ৘ใෆ଍
204. ٙ৺҉َ ա౓ͳظ଴ ݱঢ়Λ೺Ѳ͢Δ͜ͱ͕
     ࠷΋ॏཁͰ͢ ʷ ʷ
205. ࣾ಺ʹ ʮAI४උࣨʯ Λઃஔ͢Δ
     "*ʹؔ৺ͷ͋ΔࣾһΛूΊΔ STEP-1
206. ৘ใऩूΛ։࢝͢Δ
     ࣾ಺Ͱ৘ใڞ༗ΛਐΊΔ STEP-2
207. Ͱ͖Δ͜ͱɾͰ͖ͳ͍͜ͱͷ
     ໌֬Խٴͼڠۀɾఏܞͷݕ౼ STEP-3
208. ʮAI४උࣨʯ Λ৽نࣄۀ෦ʹ STEP-4
209. "*ಋೖ΁ͷτϥΠΞϧ։࢝ STEP-5
210. Fuel Rocket = AI Fuel = Data
214. 7JEFP
215. ԯ఺Ҏ্ͷΞηοτ Fuel Rocket Data AI  ສਓҎ্ͷΫϦΤʔλʔίϛϡχςΟ Creative Cloud 1IPUPTIPQ΍*MMVTUSBUPSͷੈքதͷϢʔβʔ ڝ߹ଞࣾͱͷ
     ࠩผԽ
216. Fuel Rocket Data AI Creative Cloud ڝ߹ଞࣾͱͷ
     ࠩผԽ
217. Conclusion ·ͱΊ
218. 1990 2010 2000 2020 ݱ
     ࡏ 1PTU4DSJQU  1980  .BDJOUPTI
     ** "MEVT
     1BHF.BLFS "EPCF "QQMF
     $PNQVUFS "EPCF
     *MMVTUSBUPS
      σδλϧσβΠϯֵ໋ Πϯλʔωοτֵ໋ "*ֵ໋
219. ͍ͭͷ࣌୅΋ਓؒͷຊ࣭ʹมΘΓͳ͍ͨΊɺ
     աڈʹ͋ͬͨ͜ͱ͸ɺ·ͨޙͷ࣌୅ʹ΋
     ܁Γฦͯ͠ى͖Δͱ͍͏͜ͱ ྺ࢙͸܁Γฦ͢ http://kotowaza-allguide.com/re/rekishiwakurikaesu.html ྺ࢙͸܁Γฦ͢
     
     ނࣄ͜ͱΘࣙ͟య ΫϧςΟ΢εɾϧϑεʢݹ୅ϩʔϚͷྺ࢙Ոʣͷݴ༿ʮ)JTUPSZ
     SFQFBUT
     JUTFMGʯͷ༁ޠ
220. ਓ޻஌ೳʹؔ͢Δ৘ใΛಡΈղͨ͘Ίͷ෼ྨ ՔಇதͷAI ·ͩݚڀதͷAI ۭ૝ͷAI ِ෺ͷAI
221. Fuel Rocket = AI Fuel = Data Computing Power
222. ۀ຿ఏܞɾڠۀ "*ٕज़Λ࣋ͭ
     اۀ ϏοάσʔλΛ
     ࣋ͭاۀ "*ٕज़ͱ
     Ϗοάσʔλ ࠷ڧ ڧ͍ Λ࣋ͭاۀ Computing Power Λ࣋ͭاۀ Computing Power
223. content velocity ͔͔࣌ؒͬͨ࡞ۀ͕෼ʹͳΔ ͳͥɺ εϐʔυΛ൐ͬͨίϯςϯπ੍࡞͕ॏཁͳͷ͔ʁ ࠷దͳΤΫεϖϦΤϯεΛ
     ϦΞϧλΠϜʹಧ͚Δ
224. ࣾ಺ʹ ʮAI४උࣨʯ Λઃஔ͢Δ
     "*ʹؔ৺ͷ͋ΔࣾһΛूΊΔ STEP-1 ৘ใऩूΛ։࢝͢Δ
     ࣾ಺Ͱ৘ใڞ༗ΛਐΊΔ STEP-2 Ͱ͖Δ͜ͱ ɾ Ͱ͖ͳ͍͜ͱͷ
     ໌֬Խٴͼڠۀ ɾ ఏܞͷݕ౼ STEP-3 ʮAI४උࣨʯ Λ৽نࣄۀ෦ʹ STEP-4 "*ಋೖ΁ͷτϥΠΞϧ։࢝ STEP-5 "*४උࣨ
225. ݱঢ়ҡ࣋͸ޙୀ ա৴͸ې෺
226. TwitterͰؔ࿈৘ใΛ౤ߘ͍ͯ͠·͢ !DPNNPOTUZMF
227. CREATIVE EDGE SCHOOL BOOKS ΫϦΤΠςΟϒΤοδεΫʔϧϒοΫε