Upgrade to Pro
— share decks privately, control downloads, hide ads and more …
Speaker Deck
Features
Speaker Deck
PRO
Sign in
Sign up for free
Search
Search
イメージで理解する人工知能 〜入門編〜 / understanding AI from scr...
Search
Sponsored
·
Ship Features Fearlessly
Turn features on and off without deploys. Used by thousands of Ruby developers.
→
Sho Okiyama
August 18, 2017
Technology
0
10k
イメージで理解する人工知能 〜入門編〜 / understanding AI from scratch
2017.08.19 第2回 United Medical Leaders Summit
for more info:
http://okiyamasho.com
Sho Okiyama
August 18, 2017
Tweet
Share
More Decks by Sho Okiyama
See All by Sho Okiyama
ChatGPTと医療の現在地 (ver.August-31, 2023)
shookiyama
6
8.9k
なぜこの宇宙は11次元なのか
shookiyama
0
130
エクスポネンシャル・テクノロジーと未来 / exponential technologies and the future
shookiyama
1
12k
医療 × AI, 量子コンピュータ, ブロックチェーン, ロボット, AR, VR, CRISPR, BCI / Medicine and AI, QC, BC and more
shookiyama
14
15k
Other Decks in Technology
See All in Technology
Contract One Engineering Unit 紹介資料
sansan33
PRO
0
13k
BiDiってなんだ?
tomorrowkey
2
510
All About Sansan – for New Global Engineers
sansan33
PRO
1
1.3k
【NGK2026S】日本株のシステムトレードに入門してみた
kazuhitotakahashi
0
220
Claude Codeベストプラクティスまとめ
minorun365
53
30k
IaaS/SaaS管理における SREの実践 - SRE Kaigi 2026
bbqallstars
0
180
Sansan Engineering Unit 紹介資料
sansan33
PRO
1
3.8k
SREの仕事を自動化する際にやっておきたい5つのポイント
jacopen
6
1.2k
セキュリティ はじめの一歩
nikinusu
0
1.2k
エンジニアとマネジメントの距離/Engineering and Management
ikuodanaka
3
680
Lambda Durable FunctionsでStep Functionsの代わりはできるのかを試してみた
smt7174
2
160
ZOZOにおけるAI活用の現在 ~開発組織全体での取り組みと試行錯誤~
zozotech
PRO
2
1.2k
Featured
See All Featured
Site-Speed That Sticks
csswizardry
13
1k
The Impact of AI in SEO - AI Overviews June 2024 Edition
aleyda
5
720
What the history of the web can teach us about the future of AI
inesmontani
PRO
1
420
Creating an realtime collaboration tool: Agile Flush - .NET Oxford
marcduiker
35
2.4k
The B2B funnel & how to create a winning content strategy
katarinadahlin
PRO
0
260
Collaborative Software Design: How to facilitate domain modelling decisions
baasie
0
120
Templates, Plugins, & Blocks: Oh My! Creating the theme that thinks of everything
marktimemedia
31
2.7k
Prompt Engineering for Job Search
mfonobong
0
150
The SEO identity crisis: Don't let AI make you average
varn
0
58
Documentation Writing (for coders)
carmenintech
77
5.2k
How to optimise 3,500 product descriptions for ecommerce in one day using ChatGPT
katarinadahlin
PRO
0
3.4k
How To Speak Unicorn (iThemes Webinar)
marktimemedia
1
370
Transcript
ΠϝʔδͰཧղ͢Δਓೳ ʙೖฤʙ ୈ2ճ United Medical Leaders Summit 2017.08.19 ԭࢁ ᠳ
Ͳ͔͜Β͕ਓೳ (AI) ʁ ϋʔυɿ ιϑτɿ ࣗಈυΞ ʻ ΤΫηϧ ʻ ʻ
తϩϘοτ ΞϧϑΝޟ ʮਓೳʯʹఆٛͳ͘ɺओ؍తͳͷ ʻ ϧϯό Ҋ
ҩྍ ʷ AI ELIZA (1966) MYCIN (1975) ײછͷ࣏ྍํΛఏࣔɻҰൠՊҩΛ্ճΔਖ਼֬ੑ ʢେͳYes/Noͷϑϩʔνϟʔτํࣜʣ ΧϯηϦϯάࣜͷରܕϓϩάϥϜ
ʢੈքॳͷνϟοτϘοτʣ ҩྍ ʷ AI ͷྺ࢙͍
ҩྍ ʷ AI ELIZA (1966) MYCIN (1975) ײછͷ࣏ྍํΛఏࣔɻҰൠՊҩΛ্ճΔਖ਼֬ੑ ʢେͳYes/Noͷϑϩʔνϟʔτํࣜʣ ΧϯηϦϯάࣜͷରܕϓϩάϥϜ
ʢੈքॳͷνϟοτϘοτʣ Siri (2011) Watson (2011) ҩྍ ʷ AI ͷྺ࢙͍
AIͷछྨ ਓೳ ػցֶश σΟʔϓϥʔχϯά ϧʔϧϕʔευ l ΞϧϑΝޟ l ը૾ೝࣝ l
AI in the 1980’s l ʮAͳΒBʯ ൚༻ਓೳʁ ਅʹ “త” ͳAI ݱঢ়ͷԆઢ্ʹͳ͍ ࣗવݴޠॲཧ l ࣗಈ༁
ػցֶशͷࣄྫ ϩόʔτ ΨϧϒϨΠε໊ٛͰग़൛ (2013) ৽ਓ࡞ՈͷׂʹෆࣗવͳͰٙු্ ༗໊࡞Ոͷ ஶ࡞ΛΠϯϓοτ ʢݕূʣ
ػցֶशͷࣄྫ ϩόʔτ ΨϧϒϨΠε໊ٛͰग़൛ (2013) ৽ਓ࡞ՈͷׂʹෆࣗવͳͰٙු্ ୭ͷຊʁ JKϩʔϦϯάɻ ༗໊࡞Ոͷ ஶ࡞ΛΠϯϓοτ ʢݕূʣ
ػցֶशͷࣄྫ ϩόʔτ ΨϧϒϨΠε໊ٛͰग़൛ (2013) ৽ਓ࡞ՈͷׂʹෆࣗવͳͰٙු্ ୭ͷຊʁ JKϩʔϦϯάɻ ֶश ਪ ༗໊࡞Ոͷ
ஶ࡞ΛΠϯϓοτ ʢݕূʣ
ػցֶशͷ͘͠Έ ֶश ڞ௨͢ΔύλʔϯΛݟग़͢ - େྔͷใ͕ඞཁ - σʔλͱϥϕϧʢจষͱஶऀ໊ʣ ͜ͷจମᕸੴ ͜ͷจମଠ࠻… ਪ
ύλʔϯʹͯΊͯճ - తʹߟ͍͑ͯΔ༁Ͱͳ͘ɺ ύλʔϯॲཧʢ౷ܭॲཧʣ͕ຊ࣭ ʁ ʮ…ޗഐͰ͋Δɻʯ ᕸੴɻ
ͰύλʔϯͱԿ͔ʁ ʮ͜ͷจମᕸੴɺ͜ͷจମଠ࠻…ʯ σʔλͱϥϕϧΛ݁ͼ͚ͭΔ๏ଇͷ͜ͱ Ұ ఆ ͷ ๏ ଇ σʔλ ϥϕϧ
ᕸੴ ଠ࠻
ࡾऀͷؔ σʔλ ϥϕϧ ๏ଇ ʷ ʹ 3ͭͷ͏ͪɺ2͕͔ͭΕΓ͕ٻΊΒΕΔ σʔλ&ϥϕϧ ͷϖΞ͕ࢁ͋Εɺ ͦΕΛͭͳ͙
๏ଇ ͕ࣗવͱු͔ͼ্͕Δ
1.ʮֶशʯͱʁ ֶशɿσʔλͱϥϕϧ͔Β๏ଇΛݟग़͢͜ͱ σʔλ ϥϕϧ ᕸੴ ଠ࠻ ᕸੴ ʁ ʁ ʁ
͜͜Λֶश ʢ=๏ଇΛݟग़͢ʣ
2.ʮਪʯͱʁ ਪɿσʔλͱ๏ଇ͔ΒϥϕϧΛ༧ଌ͢Δ͜ͱ σʔλ ͜͜Λ ༧ଌ͢Δ ʮ୭ʁʯ ֶशࡁΈ Ұ ఆ ͷ
๏ ଇ
ػցֶश·ͱΊ σʔλ ϥ ϕ ϧ σʔλ ϥ ϕ ϧ σʔλ
ϥ ϕ ϧ σʔλ&ϥϕϧͷ ϖΞଟ͔Βɺ ๏ଇʢύλʔϯʣ Λݟग़͠ɺ ॳݟͷσʔλΛ ೖͯ͠ϥϕϧ༧ଌ ֶश ਪ
͜͜·Ͱʹհͨ͠ػցֶश σʔλ ๏ଇ 1 ର 1 ର 1 ͷγϯϓϧͳؔੑΛ ෮͢Δ͜ͱͰֶश
͜ΕΛฒྻɾଟԽͨ͠ͷ͕σΟʔϓϥʔχϯά ϥϕϧ
σΟʔϓϥʔχϯάɿෳͷॲཧ σʔλ1 σʔλ2 σʔλ3 σʔλ4 ϥϕϧ1 ϥϕϧ2 ϥϕϧ3 ๏ଇ1 ๏ଇ2
ϥϕϧ4 ๏ଇ3 Ұʹෳͷσʔλ๏ଇɻԿ͋Δ͜ͱ͔Βɺ ʮਂֶश (deep learning)ʯ
σΟʔϓϥʔχϯάɿॏΈ͚ σʔλ1 σʔλ2 σʔλ3 σʔλ4 ϥϕϧ1 ϥϕϧ2 ϥϕϧ3 ๏ଇ1 ๏ଇ2
ϥϕϧ4 ๏ଇ3 ߲͝ͱͷ ӨڹྗʢॏΈʣΛֶश͢Δɻਫ਼͕ඈ༂తʹ্ ʢʮᕸੴʯͳΒ… “ޗഐ” : +80% , “ೣ” : +20% , “” : ʶ0%ʣ
σΟʔϓϥʔχϯάͷҐஔ͚ ϧʔϧϕʔευ ʢੲͷAIʣ ػցֶश σΟʔϓϥʔχϯά ʢDLʣ ػցֶश ʢDLؚΉʣ ϧʔϧϕʔευ ࣗવݴޠॲཧ
ͦͷଞͷ౷ܭ ΞϧΰϦζϜ
ͳ͍ͥ·AIͳͷ͔ ΫϥυԽʹΑΔେྔͷσʔλ େྔͷσʔλ GPUʹΑΔฒྻॲཧɺܭࢉͷ্ ϋʔυΣΞͷਐԽ PepperɺΞϧϑΝޟ ੈ͔ؒΒͷظײ Ωϟονʔͳࣄྫ
ҩྍԠ༻ͷՄೳੑͲ͜ʹʁ ҩྍ τϦΞʔδ த ݕࠪ ࠾݂ ը૾ அ ţŞžŖŬƃŞƄ
֬ఆஅ ࣏ྍ ରྍ๏ ࠜຊ࣏ྍ ՝͕େ͖͍ + ෆۉҰͳ՝͕ࠞ߹ ʷ ҩࢣͦΕͧΕͷ ઐͷ࣬ױ ֻ͚ࢉͨ͠ۉҰ෦ʹՄೳੑ
None
ױऀʹϑΥʔΧεͨ͠՝ ͪ͜ΒͰ͍͍͕… ͜͜ʹͦ͜Մೳੑ͕ ʮҩྍ ʷ AIͰɺ σΧ͍͜ͱΓ͍ͨʂʯ ʮਆܦ࣬ױͷɺύʔΩϯιϯ ީ܈ͷɺঢ়ͷɺৼઓɻ ࠔͬͯΔਓΛԿͱ͔͍ͨ͠ʂʯ
ϒϩά http://okiyamasho.com ɾུྺ 2010 – ౦ژେֶҩֶ෦ଔۀ 2012 – ٹ໋ٹٸҩʢҩྍηϯλʔʣ 2013
– υΫλʔϔϦɺౡҩྍʢੴ֞ౡɺরؒౡʣ 2015 – גࣜձࣾϝυϨʔʢࣥߦһʣ 2017 – ϑϦʔʢݚڀऀ/ใֶʣ ɾॴଐֶձ ਓೳֶձɺใॲཧֶձɺຊٹٸҩֶձʢઐҩʣɺຊՊֶձ ԭࢁ ᠳʢ͓͖· ͠ΐ͏ʣ