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
AXIES CSD survey 2017
Search
Takahiro Sumiya
December 13, 2017
Education
26
0
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
AXIES CSD survey 2017
Takahiro Sumiya
December 13, 2017
More Decks by Takahiro Sumiya
See All by Takahiro Sumiya
DME-20260710
gnutar
0
21
卒論・修論執筆における生成AI 活用とAI 不安:広島大学での実態調査 (3)/CE185
gnutar
0
35
生成AI活用セミナー/GAI-workshop
gnutar
0
200
GAI-FD2025
gnutar
0
130
卒論・修論執筆における生成AI 活用とAI 不安:広島大学での実態調査 (2)/CE180
gnutar
0
91
大学教育現場と著作権/DME-2025-06-04
gnutar
0
100
著作権と授業に関する出前講習会/dme-2025-05-01
gnutar
0
290
Excelグラフはどうしてダサいのか/csd2024-3-sumiya
gnutar
1
400
出前講習会-西海市教育委員会/DME-2025-02-10
gnutar
0
130
Other Decks in Education
See All in Education
Visionary Initiative: Future Intelligence — Laying the foundations for the future of science, intelligence, and society | Science Tokyo
sciencetokyo
PRO
0
270
면접관 눈에 띄는 데이터 분석 포트폴리오 만드는 법 | 2026년 5월 세미나
datarian
0
1.1k
Carbohydrates: Classification, Structure & Chemical Properties
pawan5505
0
120
Stardy 会社紹介資料
stardy
0
6.8k
生成AI時代のエンジニア育成について考えてみた
akasan
0
230
Enterprise UI, v2
stevekinney
0
210
NDIAS Automotive / IoT CTF 2026 Recap - Keyfob & OSINT
himitu23
0
320
輻射安全管理系統2.0暨輻防e++學園平台說明會
aecrp
0
2k
Throw Yourself In! - How I've learned English and What I'm Facing
georgeorge
1
250
人間のために、人間と共に働く時代の終わりの始まり
frievea
0
150
[2026前期火5] 論理学(京都大学文学部 前期 第13回)「走って、止まって、積み上がる」
yatabe
0
210
2026年度春学期 統計学 第14回 分布についての仮説を検証する ― 仮説検定(1) (2026. 7. 2)
akiraasano
PRO
0
140
Featured
See All Featured
Data-driven link building: lessons from a $708K investment (BrightonSEO talk)
szymonslowik
1
1.3k
[RailsConf 2023] Rails as a piece of cake
palkan
59
7k
jQuery: Nuts, Bolts and Bling
dougneiner
66
8.6k
Dominate Local Search Results - an insider guide to GBP, reviews, and Local SEO
greggifford
PRO
0
320
Between Models and Reality
mayunak
4
430
Paper Plane (Part 1)
katiecoart
PRO
1
10k
The AI Revolution Will Not Be Monopolized: How open-source beats economies of scale, even for LLMs
inesmontani
PRO
3
3.7k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
35
2.8k
B2B Lead Gen: Tactics, Traps & Triumph
marketingsoph
0
230
What the history of the web can teach us about the future of AI
inesmontani
PRO
1
680
Design in an AI World
tapps
1
300
Leading Effective Engineering Teams in the AI Era
addyosmani
9
2.5k
Transcript
ஶ࡞ݖʹؔ͢Δ Ξϯέʔτௐࠪ ݄ "9*&4DTEஶ࡞ݖνʔϜ BYJFTDTETWZ!SJJTFIJSPTIJNBVBDKQ
ௐࠪ֓ཁ •"9*&4Ճໍߍʹ͓͚Δ ✓ ػؔͱͯ͠ͷஶ࡞ݖܒൃ׆ಈঢ়گ ✓ ॴଐڭһͷஶ࡞ݖೝࣝ Λௐ͍ͨ छྨͷௐࠪΛ࣮ࢪ
"9*&4 ࣄہ Ճໍػؔ Ճໍػؔ Ճໍػؔ Ճໍػؔ Ճໍػؔ Ճໍػؔௐࠪɿ ػؔ
ڭһௐࠪɿ ໊ ௐࠪ֓ཁ •ೋछྨͷௐࠪΛ࣮ࢪ
"9*&4 ࣄہ Ճໍػؔ Ճໍػؔ Ճໍػؔ Ճໍػؔ Ճໍػؔ Ճໍػؔௐࠪɿ ػؔ
ڭһௐࠪɿ ໊ ௐࠪ֓ཁ •ೋछྨͷௐࠪΛ࣮ࢪ
ௐࠪ֓ཁ •ೋछྨͷௐࠪΛ࣮ࢪ
໊Ҏ্ͷճ͋Γ ڭһ͔Βͷճ໊ະຬ ػؔճ͋Γ ػؔճͳ͠ ڭһ͔Βͷճ
2ڭ৬һ͚ͷஶ࡞ݖܒൃ׆ಈΛ࣮ࢪ͔ͨ͠ʁ ࣮ࢪͨ͠ ࣮ࢪ͍ͯ͠ͳ͍ Ճໍػؔௐࠪ ࣭وֶͰɺաڈҎʹɺڭ৬һ͚ͷஶ࡞ݖܒൃ׆ಈ ʢ'%ݚमձͷ࣮ࢪɺFϥʔχϯάߨ࠲ͷఏڙͳͲʣΛ࣮ࢪ͠·͠ ͔ͨʁ
2ͲͷΑ͏ͳܗଶͷܒൃ׆ಈ͔ ઐՈΛট͍ͯݚमձ ֶڭ৬һʹΑΔݚमձ ిࢠڭࡐͷఏڙ νϥγͳͲͷ ࢠମͷڭࡐఏڙ ͦͷଞ
Ճໍػؔௐࠪ ্࣭ه2Ͱʮ࣮ࢪͨ͠ʯͱ͑ͨํʹ͍·͢ɻͲͷΑ͏ ͳܗଶͷͷΛ࣮ࢪ͠·͔ͨ͠ʁͯ·ΔͷΛͯ͢બΜͰ ͍ͩ͘͞ɻ
2ஶ࡞ݖॲཧΛࢧԉ͢Δઐ෦ॺ͕͋Δ͔ ͋Δ ͳ͍
2ઐ෦ॺ͕ͳ͍߹ɺ طଘ෦ॺͰରԠͰ͖Δ͔ Ͱ͖Δ Ͱ͖ͳ͍ Ճໍػؔௐࠪ ࣭وֶͰɺڭһ͕ڭҭίϯςϯπʢतۀߨशձͳͲͰ͏ͷʣΛ࡞͢Δͱ͖ʹɺ ͦͷஶ࡞ݖॲཧΛࢧԉ͢Δઐͷ෦ॺ͕͋Γ·͔͢ʁ ্࣭ه2ʹʮͳ͍ʯʮΘ͔Βͳ͍ʯͱճ͞Εͨํʹ͓ͨͣͶ͠·͢ɻઐ෦ॺ͕ͳ͍ ߹ɺطଘ෦ॺͳͲʹஶ࡞ݖॲཧࢧԉͷ୲ऀ͍·͔͢ʁͳ͓ɺ͜͜Ͱ͍͏ʮࢧԉͷ୲ʯͱɺ ࣮࡞ۀΛ͢Δ୲ऀ͚ͩͰͳ͘ɺઐతࣝΛ͍࣭࣋ͬͯͯʹճͨ͠Γɺܒൃ׆ಈͷͨΊ ͷࢿྉΛ࡞͢Δڭ৬һͳͲؚΈ·͢ɻ
૬ஊ ߦ σʔλϕʔεཧ ڐئ͍ܗ ܒൃ ใఏڙ
ࢧԉ෦ॺɾ୲ऀ͕ߦͳ͍ͬͯΔ͜ͱ Ճໍػؔௐࠪ ্࣭ه2͘͠2ʹʮ͋Δʯʮ͍Δʯͱճ͞Εͨํʹ ͓ͨͣͶ͠·͢ɻͦͷ୲෦ॺʗ୲ऀ͕͓͜ͳ͍ͬͯΔࢧԉ ༰ͲͷΑ͏ͳͷͰ͠ΐ͏͔ɻ
ڭһௐࠪ ࣭ॴଐ͢Δ෦ہͲͷܥྻʹଐ͠·͔͢ʁ
ཧܥ ҩྍܥ ࣾձՊֶܥ ਓจՊֶܥ ڭҭܥ ͦͷଞ
ڭһௐࠪ ஶ࡞ݖʹؔ͢Δೝ ࣭ஶ࡞ݖ๏Ͱอޢ͞ΕΔʮஶ࡞ʯͱͲͷΑ͏ͳͷ͔ɺ͝ଘͰ͔͢ʁ ࣭ஶ࡞ͷอޢظؒʹ͍ͭͯ͝ଘͰ͔͢ʁ ࣭ஶ࡞ݖେ͖͘ஶ࡞ऀਓ֨ݖͱஶ࡞ࡒ࢈ݖʹ͚ΒΕ·͕͢ɺͦΕͧΕ ͷੑ࣭༰ʹ͍ͭͯ͝ଘͰ͔͢ʁ ࣭ڭҭػؔʹ͓͚ΔतۀͷաఔͰɺଞਓͷஶ࡞Λʮෳʯ͢Δ͜ͱʹͭ ͍ͯɺஶ࡞ݖ๏ʹॻ͔Ε͍ͯΔ༰Λ͝ଘͰ͔͢ʁ ࣭ஶ࡞ݖ๏্ͷʮެऺૹ৴ʯͱɺͲͷΑ͏ͳߦҝΛࢦ͍ͯ͠Δ͔͝ଘ Ͱ͔͢ʁ
࣭ڭҭػؔʹ͓͚ΔतۀͷաఔͰɺଞਓͷஶ࡞Λʮෳʯ͢Δ͜ͱʹͭ ͍ͯɺஶ࡞ݖ๏ʹॻ͔Ε͍ͯΔ༰Λ͝ଘͰ͔͢ʁ ࣭ஶ࡞ݖ๏ʹఆΊΒΕ͍ͯΔʮҾ༻ʯͷཁ݅Λ͝ଘͰ͔͢ʁ ࣭ʙ
ڭһௐࠪ ஶ࡞ݖʹؔ͢Δೝ ࣭ʙ 2ஶ࡞ 2Ҿ༻ 2तۀͰͷෳ 2อޢظؒ 2ެऺૹ৴ 2ඇӦར্ө
2ஶ࡞ऀਓ֨ݖͱஶ࡞ݖ ΄΅͍ͬͯΔ ଟগ͍ͬͯΔ ͋·ΓΒͳ͍ શ͘Βͳ͍
ڭһௐࠪ ஶ࡞ݖݚमͷछྨ ࣭͋ͳͨɺڭҭػؔʹ͓͚Δஶ࡞ݖͷऔΓѻ͍ʹؔ͢Δݚम ʢֶɺֶ֎ΛΘͣʣΛड͚ͨ͜ͱ͕͋Γ·͔͢ʁ͋͠ΕɺͲ ͷΑ͏ͳܗଶͷͷ͔ͩͬͨҎԼ͔ΒબΜͰ͍ͩ͘͞ɻʢෳબՄʣ ͋Δ ͳ͍
FϥʔχϯάʹΑΔݚम ֶڭ৬һʹΑΔݚमձ ֶ֎ͷઐՈʹΑΔݚमձ ڭҭஂମओ࠵ͷݚमձ ຽؒஂମͷݚमձ จԽிओ࠵ͷݚमձ ͦͷଞ
ڭһௐࠪ ஶ࡞ݖࢿྉͷछྨ ࣭͋ͳͨɺڭҭػؔʹ͓͚Δஶ࡞ݖͷऔΓѻ͍ʹؔ͢Δࢿྉ ͳͲΛΈͨ͜ͱ͕͋Γ·͔͢ʁ͋͠ΕɺҎԼ͔Β͋ͯ·Δͷ ΛબΜͰ͍ͩ͘͞ɻʢෳબՄʣ ͋Δ ͳ͍
8FCϖʔδ ֶͷύϯϑϨοτ ֶ֎ͷύϯϑϨοτ ࢢൢͷॻ੶ ͦͷଞ
ڭһௐࠪ ஶ࡞ݖʹؔ͢Δ࣭ɺ૬ஊॴ ࣭तۀͰར༻͍ͨ͠ଞਓͷஶ࡞ͷɺஶ࡞ݖͷѻ͍ͰΘ͔Βͳ ͍͜ͱ͕͋Δ߹ɺ૬ஊͰ͖ͦ͏ͳͱ͜Ζֶ͕ʹ͋Γ·͔͢ʁ͠ ͋ΕɺҎԼ͔ΒબΜͰ͍ͩ͘͞ɻʢෳબՄʣ ͋Δ ͳ͍
ৄͦ͠͏ͳڭ৬һ ਤॻؗ तۀ୲ͷࣄ ใܥͷηϯλʔ ஶ࡞ݖ୲෦ہ ڭҭܥͷηϯλʔ ๏ͷઐՈ ͦͷଞ
ڭһௐࠪ तۀࢿྉʹؔ͢Δ࣭ ࣭तۀ͢Δͱ͖ɺεϥΠυΛ͏͜ͱ͕͋Γ·͔͢ɻ ࣭ͦͷεϥΠυʹɺଞͷํ͕࡞ͬͨਤදͳͲΛίϐʔͯ͠͏͜ͱ͕͋Γ·͔͢ʁ ࣭ͦͷεϥΠυϑΝΠϧΛतۀޙʹֶੜ͕ΈΒΕΔΑ͏ʹɺ-.4 .PPEMF 8FC$MBTT .BOBCB
#MBDLCPBSEͳͲ ʹܝࡌ͍ͯ͠·͔͢ʁ 2εϥΠυ 2ଞऀਤද 2-.4 Α͘͏ ࣌ʑ͏ Θͳ͍
ڭһௐࠪ ڭࡐͷެऺૹ৴ ࣭εϥΠυͳͲͷڭࡐΛ-.4ʹܝࡌͨ͠ΓɺిࢠϝʔϧͰཤमֶੜશһʹૹ৴ͨ͠Γ͢ Δ͜ͱɺֶੜͷਓ͕ଟ͍߹ʮެऺૹ৴ʯͱͳΓ·͢ɻݱࡏͷஶ࡞ݖ๏Ͱɺڭࡐʹଞਓ ͷஶ࡞ؚ͕·Ε͍ͯΔ߹ɺ͜ͷΑ͏ͳܗͷެऺૹ৴ஶ࡞ݖऀʹஅΓͳ͘ߦ͏͜ͱ͕Ͱ͖ ·ͤΜɻ͜ͷ͜ͱʹ͍ͭͯ͝ଘͰ͔͢ʁ
΄΅͍ͬͯΔ ଟগ͍ͬͯΔ ͋·ΓΒͳ͍ શ͘Βͳ͍
ڭһௐࠪ ஶ࡞ݖ๏վਖ਼ͷٞ ্࣭هͷΑ͏ͳ͜ͱͰڭҭใԽʹࢧো͕ग़ΔͨΊɺஶ࡞ݖ๏ͷվਖ਼͕ٞ͞Ε͍ͯ ·͢ɻͦͷ༰ʹ͍ͭͯ͝ଘͰ͔͢ʁ ΄΅͍ͬͯΔ
ଟগ͍ͬͯΔ ͋·ΓΒͳ͍ શ͘Βͳ͍