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
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
The NotImplementedError Problem in Ruby
koic
1
960
Exploring RuboCop with MCP
koic
0
5.9k
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
2.6k
Bliki (ja), and the Cathedral, and the Bazaar
koic
7
3.1k
Welcome to the LLM Club
koic
0
410
RuboCop: Modularity and AST Insights
koic
3
5.8k
Other Decks in Education
See All in Education
Visionary Initiative: Future Intelligence 「未来の知性と社会の礎を築く」|Science Tokyo(東京科学大学)
sciencetokyo
PRO
0
530
自己紹介 / who-am-i
yasulab
6
7k
0415
cbtlibrary
0
220
AWS Certified Generative AI Developer - Professional Beta 不合格体験記
amarelo_n24
1
390
The Lotus and the Frog
vyadav
0
130
View Manipulation and Reduction - Lecture 9 - Information Visualisation (4019538FNR)
signer
PRO
1
2.7k
生成AI時代の情報発信
molmolken
0
140
「機械学習と因果推論」入門 ② 回帰分析から因果分析へ
masakat0
0
710
Science Tokyo国際卓越研究大学計画_202604
sciencetokyo
PRO
0
4.8k
モブ社員がモブエンジニアを名乗って得られたこと_20260413
masakiokuda
4
540
Curso de Consagração ao Sagrado Coração de Jesus - O Sagrado Coração na História (Aula 01)
cm_manaus
0
230
Info Session MSc Computer Science & MSc Applied Informatics
signer
PRO
0
290
Featured
See All Featured
Technical Leadership for Architectural Decision Making
baasie
3
420
Dealing with People You Can't Stand - Big Design 2015
cassininazir
367
27k
Joys of Absence: A Defence of Solitary Play
codingconduct
1
400
AI: The stuff that nobody shows you
jnunemaker
PRO
8
740
Building Better People: How to give real-time feedback that sticks.
wjessup
370
20k
Future Trends and Review - Lecture 12 - Web Technologies (1019888BNR)
signer
PRO
0
3.6k
The Mindset for Success: Future Career Progression
greggifford
PRO
0
370
Max Prin - Stacking Signals: How International SEO Comes Together (And Falls Apart)
techseoconnect
PRO
0
190
How to Grow Your eCommerce with AI & Automation
katarinadahlin
PRO
1
210
AI Search: Where Are We & What Can We Do About It?
aleyda
0
7.6k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
32
2.9k
Groundhog Day: Seeking Process in Gaming for Health
codingconduct
0
220
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