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
Without Practice, No Emergence
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Koichi ITO
June 26, 2023
Education
2.8k
4
Share
Embed
Copy iframe code
Copy JS code
Copy link
Start on current slide
Without Practice, No Emergence
Koichi ITO
June 26, 2023
More Decks by Koichi ITO
See All by Koichi ITO
Reframing the Agile Manifesto
koic
5
2.8k
The NotImplementedError Problem in Ruby
koic
1
1.7k
Exploring RuboCop with MCP
koic
0
6.6k
Ruby and LLM Ecosystem 2nd
koic
1
2.2k
STYLE
koic
0
2.2k
Ruby and LLM Ecosystem
koic
3
13k
Write Code Every Day
koic
1
2.7k
Bliki (ja), and the Cathedral, and the Bazaar
koic
7
3.2k
Welcome to the LLM Club
koic
0
420
Other Decks in Education
See All in Education
Fundamentos, Caracteristicas y Aplicaciones de los Modulos NumPy , Matplotlib y Pandas
robintux
0
190
0506
cbtlibrary
0
250
プログラミング言語において文字列を複数行にわたって だらだらと記載するアレ
sapi_kawahara
0
190
Adobe Express
matleenalaakso
2
8.3k
JAWS-UG初心者支部#81 GWにEduJAWSと何か作ろうもくもく会!
otsuki
0
170
アラムコSTEAMチャレンジ 実践報告書
codeforeveryone
0
200
Examen de Selectividad. Geografía julio 2026 (Convocatoria Extraordinaria). UCLM
juanmartin2026
1
12k
Center for Entrepreneurship Education | Science Tokyo (Institute of Science Tokyo)
sciencetokyo
PRO
0
210
Enterprise UI, v2
stevekinney
0
150
子どものためのプログラミング道場『CoderDojo』〜法人提携例〜 / Partnership with CoderDojo Japan
coderdojojapan
PRO
4
19k
AI-Based Speaking Assessment of a Short-Term Study Abroad Program
uranoken
0
420
プロポーザルを書く技術とアンチパターン/proposal-writing-and-antipatterns
moriyuya
13
3.7k
Featured
See All Featured
How to build a perfect <img>
jonoalderson
1
5.9k
16th Malabo Montpellier Forum Presentation
akademiya2063
PRO
0
350
Faster Mobile Websites
deanohume
310
32k
No one is an island. Learnings from fostering a developers community.
thoeni
21
3.8k
Mozcon NYC 2025: Stop Losing SEO Traffic
samtorres
1
490
Agile Leadership in an Agile Organization
kimpetersen
PRO
0
200
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
addyosmani
10
1.3k
Designing for Performance
lara
611
70k
Designing for humans not robots
tammielis
254
26k
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
minecr
1
340
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
133
19k
Between Models and Reality
mayunak
4
390
Transcript
ࢲͷεϥΠυ࡞ज़ Without Practice, No Emergence !LPJD
w %&ʹڞ௨͍ͯ͠Δ֎෦ͰϓϨθϯ͢Δͱ ͍͏͜ͱʹ͍ͭͯ w ಘखෆಘखΑΓΔ͔Βͳ͍͔ΛΔ ʹ͖͔͚ͬͮ͘͢Γ w զʑͷࣄͱΩϟϦΞʹ͍ͭͯܨ͕Δ ࠓͷͳ͠
IUUQTFTNDPKQFTN@QFPQMFJOTJEF ࣗݾհ શࣾ)1ΑΓ
લ࢙ ੈلʙθϩલ IUUQTFTNDPKQFTN@QFPQMFJOTJEF
ߨࢣ࣌
w ͱʹ͔͘ͷྲྀΕॏཁͰετʔϦʔΛߟ͑Δ w εϥΠυͷಡΈ্͛Ͱ͋ΕɺεϥΠυΛ ͢ΕεϐʔΧʔͷਓෆཁͱ͍͏ҙ w ͋͑ͯεϥΠυʹશ෦Λॻ͔ͣ5JQTతͳͷ ޱ಄Ͱ͑ΔͱɺࢀՃऀͷ͓ಘײΛ࡞Ε Δ ࣌ͷҹʹֶͬͨͼ
ӬೖࣾޙͷϓϨθϯػձ w 4MJEF4IBSFͷެ։εϥΠυ࡞ w 4QFBLFS%FDLͷެ։εϥΠυ࡞ w ͔ΒͷӬೖࣾपͷ ؒຖ݄ϓϨθϯ͢Δͱ͍͏اըΛͨ͠ w ࣄͰͷඇެ։ͳͲؚΊͱʹ͔͘ࢁ
w ࣄͰ͍ͯ͠Δ͜ͱϓϨθϯ͠ͳ͍ͱɺ ͋ͳͨͷࣄ୭ԿΘ͔Βͳ͍ w Φʔϓϯͳ044׆ಈʹ͓͍ͯ3VCZ,BJHJ ͰͷूେΛ·ͱΊͯ͢ w ΞδϟΠϧࣄۀ෦ͰΤϯδχΞͷٕज़ൃ ৴ͳͲͷϓϨθϯ͕Ӧۀ׆ಈ ΤϯδχΞͷࣗݾൃ৴࣌
w ίϛϡχςΟͱͷڞੜΛܝ͛Δ w 044׆ಈొஃࣗݾհΛ݉ͶΔ w ໊Βࣺͬͯͯ·͚͢ͲͶ w ։ൃऀͷإ͕ݟ͑Δ৫
ઐӦۀͷ͍ͳ͍෦ॺ
ࠓͷҰ
4PGUCBOL $SFBUJWF
Ͱ͔͍ϓϨθϯ ࢲ͋ͱ͕͖ʹνϣΠग़͖͠·ͨ͠
ߴڮϝιου IUUQXXXSVCZDPMPSPSHUBLBIBTIJ
"NB[POͰങ͑·͢😅
w εϥΠυຕ͕ଟ͍ w ޙΖͷਓͰಡΊΔϑΥϯταΠζ w ߴڮϝιου෦తʹ͏ ߴڮϝιουʹӨڹ͞Εͨࢲͷ࡞෩
εϥΠυ৬ਓͱͯ͠ͷӨڹ
Өڹ
w 1PXFS1PJOUʹͦΜͳ ៉ྷͳ ϑΥϯτ ͋ΔΜͩͶ w ,FZOPUFʹͦΜͳ ඒ͘͠ͳ͍ ϑΥϯτ ͋ΔΜͩͶ
w ϑΥϯτΛങ͏ͱ͍͏ൃ ϑΥϯτॏཁ
w େࡕʹ͋ΔߤۭձࣾͷϗςϧϥϯδͰߦ ΘΕͨॻ੶ͷήϥϋοΫͰLENTOS͞Μ͕ ײ৺͍ͯͨ͠ϑϨʔζͱهԱ ଓࢺ ͷΈͷεϥΠυ Θͳ͍
w લͷϖʔδʹͬͨεϥΠυΛ࠶දࣔ͠ ͍ͨΑ͏ͳͱ͖ɺ༧Ίίϐʔͯࠩ͠͠ࠐ ΜͰ͓͘ w ྫ͑ຕ·ͰਐΜͰ͔Βɺຕͷε ϥΠυΛදࣔ͢ΔετʔϦʔͷ߹ຕ ͷεϥΠυΛίϐʔͯ͠ຕʹೖΕΔ લͷεϥΠυʹ͞ͳ͍
w ͔ͨ͘ʹ͞Μʹڭ͑ͯΒͬͨςΫχοΫ w ͜ͷςΫχοΫ͚ͩͰεϥΠυͷ͕֨ άοͱ্͕Δ ը૾ಁաͱςΩετγϟυ
IUUQTLBLVUBOJDPNIUNMQ εϥΠυͮ͘Γͷύλʔϯީิ %SPQ:PVS-BTU4MJEFT
w ೖ೦ʹϦϋʔαϧ͢Δਓ࣮ࡍ͏·͍ w ͨͩࣗͦͷ͋ͨΓʹۈษͳਓͰͳ͍ ͷͰɺεϥΠυ࡞࣌ʹͷྲྀΕΛ܁Γฦ ͠ਪᏏͯ͠಄ʹೖΕͯऴΘΓ w ͭ·ΓϦϋ͠ͳ͍ Ϧϋʔαϧͷ༗ແ
ଟ͘ͷ࣮ྫΛΔ
w ςοΫΠϕϯτོͷݱ w 4QFBLFS%FDL4MJEF4IBSFͳͲʹΞο ϓϩʔυ͞ΕͨεϥΠυΛɺετʔϦʔ ߏσβΠϯͳͲݚڀରͱͯ͠ݟΔ w ςοΫΠϕϯτʹࢀՃͯ͠ࢁͷϓϨθϯ ΛݟΔ ΦϑϥΠϯొஃΛݟΔͷ͕͓નΊ
͍ͭͰͰ͖ΔϓϨθϯͷֶͼํ
ൃදωλ͕ͳ͍ʁ
w ࣌ؒಇ͍͍ͯͯɺԿωλ͕ͳ͍Θ͚ ͳ͍ w ΞΠσΞ͕߱Γͯ͘ΔλΠϛϯάͱൃදλΠ ϛϯάผͳͷͰɺͱʹ͔͘ࢥ͍͍ͭͨΞΠ σΞϝϞ͓ͯ͘͠ w ϝϞ͢Ε҆৺ͯ͠ΕΒΕΔCZUXBEB ωλΛετοΫ͢Δ
w ߱Γ͖ͯͨΞΠσΞͷͷߏʹ͢ɺε ϥΠυߏΛࢥ͍͍ͭͨΒϝϞΛΞοϓσʔτ ͢Δ w πʔϧ(NBJMͷԼॻ͖Ͱɺ#BTFDBNQͦ ͷଞͳΜͰྑ͍ w ϝϞͨ͠ઌΛΕͳ͍ීஈ͍ͷπʔϧ͕ྑ͍ ωλݩΛΞοϓσʔτ͢Δ
w ࢥ͍͍ͭͨߏϚʔΫμϯͳͲͰϝϞΛॻ͍ͯ ͓͘ͱɺ࣮ϓϨθϯςʔγϣϯπʔϧʹམͱ͠ࠐΉ ͱ͖ʹศར w 3BCCJULLVCVONELFZΛ͏ͱͦͷ··ຊ ൪ϓϨθϯͰ͖Δ w IUUQTHJUIVCDPNSBCCJUTIPDLFSSBCCJU w
IUUQTHJUIVCDPNLLVCVONELFZ ߏΛϝϞ͓ͯ͘͠ͱศར
ϓϩϙʔβϧهड़ ͷίπʁ
৹ࠪһ͕ϫΫϫΫ ͢ΔΑ͏ͳ༰Λ ॻ͘ͱྑ͍
εϥΠυΛ࡞Δ ͕࣌ؒͳ͍ʁ
͑Δ͕͖࣌ؒ͞ɺ ظͷௐ͋ͱ
ҰຕͰҰจ͚ͩ IUUQTLPJDIBUFOBCMPHDPNFOUSZPNPUFTBOEPSCUI w ొஃͳΒۭ͍͍ͯͨ w εϥΠυຕͰޠΕΔͷ w ಥʹ.BU[ࢀՃͷձͩͬͨ
εϥΠυͳ͠ қ͕ߴ͍
ൃද࣌ͷίπʁ
w Կਓ͔͕ൃද͢ΔܗࣜͷϓϨθϯͷ߹ʹ ɺલޙͷൃදऀɺ͋Δ͍͕ࣗҹʹ ͬͨϓϨθϯʹ͍ͭͯݴٴ͢ΔͱϥΠϒ ײ͕૿͢ w લ·Ͱ࡞͍ͬͯΔͱ͜Ε͕ͮ͠Β͍ͷ ͰɺΏͱΓ͓࣋ͬͯ͘ͷ͕͓͢͢Ί લޙͷਓͷൃදʹ৮ΕΔ
w Ή͠Ζʮ͜͜ޙͰ ͓ͯ͜͠͏ʯͱݴͬ ͓͚ͯྑ͍ w ϥΠϰͰमਖ਼͢Δͷ ͻͱͭͷख w ͪΖΜेηϧϑ ϨϏϡʔ͢Δ
UZQP͕͋ͬͯؾʹ͠ͳ͍ IUUQPCKFDUDMVCKQEPXOMPBEpMFTJQQPO"JSQEG ΠϯλϥΫςΟϒϓϨθϯςʔγϣϯύλʔϯζ
͓ΘΓʹ
ׂͷ༏ΕͨਓʹίετΛ͔͚ͨ΄͏͕ɺׂ ͷී௨ͷਓΛఈ্͛͢ΔΑΓ͕૿͑ΔͷͰ ͳ͍͔ ʮී௨ͷਓʯׂ͕͍Δ͔Βʹɺී௨ͷϗ τ͕ී௨Ҏ্ʹͳΕΔ΄͏ʹίετΛ͔͚ͨ΄ ͏͕ɺશମͱͯ͠ͷͷ૯ྔେ͖͘ͳΓ·͢ ׂׂ͔͔ ݁ͷͳ͍ ʰ͍͢͝ϓϨθϯߴڮϝιουͷຊʱϖʔδΑΓ
8JUIPVU1SBDUJDF /P&NFSHFODF मͤ͟ΕݱΘΕͣ