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
未踏ナイト2018LT「エンジニアリング・リサーチの振り子」
Search
Sponsored
·
SiteGround - Reliable hosting with speed, security, and support you can count on.
→
Shoya Ishimaru
March 12, 2018
Technology
180
0
Share
未踏ナイト2018LT「エンジニアリング・リサーチの振り子」
Shoya Ishimaru
March 12, 2018
More Decks by Shoya Ishimaru
See All by Shoya Ishimaru
AI研究者になる-学生時代の経験から最先端の研究まで- / 2023-09-27
shoya140
0
92
技術的視点から見る生成AIとその活用方法 / 2023-06-09
shoya140
0
40
Meta-Augmented Human: Augmenting the Capability of Augmenting the Capability / 2022-12-07
shoya140
0
72
エクストリーム・モチベーション / Extreme Motivation
shoya140
0
290
Zenから箇条書きまで幅広く使えるKeynoteテンプレート「Zebra 2」の紹介 / Introducing Zebra 2
shoya140
3
4.5k
Gaze-Based Self-Confidence Estimation on Multiple-Choice Questions and Its Feedback - Asian CHI Symposium 2020
shoya140
0
510
人を賢くする人工知能 / 2019.08.31
shoya140
0
270
楽しいドイツの観光地ベスト5
shoya140
0
580
人工知能研究の最前線と中学・高校で得た経験
shoya140
0
600
Other Decks in Technology
See All in Technology
20260428_Product Management Summit_Loglass_JoeHirose
loglassjoe
3
3.7k
AWS Agent Registry の基礎・概要を理解する/aws-agent-registry-intro
ren8k
3
390
Choose your own adventure in agentic design patterns
glaforge
0
150
Rapid Start: Faster Internet Connections, with Ruby's Help
kazuho
2
770
VespaのParent Childを用いたフィードパフォーマンスの改善
taking
0
110
Arcana: Production-Ready RAG in Elixir @ ElixirConf EU 2026
georgeguimaraes
0
110
これからの「データマネジメント」の話をしよう
sansantech
PRO
0
150
実践ハーネスエンジニアリング:TAKTで実現するAIエージェント制御 / Practical Harness Engineering: AI Agent Control Enabled by TAKT
nrslib
12
4.8k
AIが盛んな時代に 技術記事を書き始めて起きた私の中での小さな変化
peintangos
0
160
社内エンジニア勉強会の醍醐味と苦しみ/tamadev
nishiuma
0
240
AI駆動1on1〜AIに自分を育ててもらう〜
yoshiakiyasuda
0
150
AgentCore×VPCでの設計パターンn選と勘所
har1101
3
310
Featured
See All Featured
AI Search: Where Are We & What Can We Do About It?
aleyda
0
7.4k
Data-driven link building: lessons from a $708K investment (BrightonSEO talk)
szymonslowik
1
1k
Introduction to Domain-Driven Design and Collaborative software design
baasie
1
740
The Illustrated Guide to Node.js - THAT Conference 2024
reverentgeek
1
340
brightonSEO & MeasureFest 2025 - Christian Goodrich - Winning strategies for Black Friday CRO & PPC
cargoodrich
3
680
Done Done
chrislema
186
16k
Money Talks: Using Revenue to Get Sh*t Done
nikkihalliwell
0
210
Chrome DevTools: State of the Union 2024 - Debugging React & Beyond
addyosmani
10
1.1k
What does AI have to do with Human Rights?
axbom
PRO
1
2.1k
Bootstrapping a Software Product
garrettdimon
PRO
307
120k
職位にかかわらず全員がリーダーシップを発揮するチーム作り / Building a team where everyone can demonstrate leadership regardless of position
madoxten
62
53k
Leveraging Curiosity to Care for An Aging Population
cassininazir
1
220
Transcript
ΤϯδχΞϦϯάɾϦαʔνͷৼΓࢠ ੴؙᠳ ະ౿ υΠπਓೳݚڀηϯλʔݚڀһ &OHJOFFSJOH 3FTFBSDI
ΧΠβʔεϥςϧϯ
None
ະ౿લδϣʔΫΞϓϦ࡞Ո ʁ Ͱͨ͠ νίΫΠΠϫέϩϘ ଋͷ࣌ؒʹΕͨͱ͖ͷ ݴ͍༁Λݕࡧ͢ΔΞϓϦ 3FTU$BTU ࣍ʹτΠϨʹߦͩ͘Ζ͏ ࣌ؒΛ༧ใ͢ΔΞϓϦ ,PUPEBNB
৸Λޙչͨ͠πΠʔτΛूΊͯ ਂʹͻͨ͢Βߘ͢Δ໎#PU IUUQTTIPZBJPBQQMJDBUJPOT
ະ౿ट౻1.ʮ৺Թܭʯ ηϯαͰهͨ͠ʑͷߦಈϩά͔Β ৺ͷঢ়ଶΛఆྔԽͯ͠දࣔ͢ΔΞϓϦ
৺ͷঢ়ଶͱʑͷߦಈྔʹ૬ޓͷ૬͕ؔ͋Δ 52% 19% 0% 47% 75% 93% 0% 5% 6%
Predicted class low middle high Actual class high middle low BDDVSBDZ <*TIJNBSVBOE,JTF8").>
։ൃՌ मɾະ౿Ռใࠂલͷ༷ࢠ मൃද ৺Թܭͳ͠ ະ౿Ռใࠂձ ৺Թܭ͋Γ ৺ԹΛνΣοΫ͠ͳ͕Βੜ׆͢Δ͜ͱͰຊ൪·ͰߴΛ͍ͩ
ະ౿मྃޙʹऔΓΜͩϓϩδΣΫτ
+*/4.&.&
None
None
ສޠܭ 8PSEPNFUFS ؟ిҐ ͷ·ΘΓͷిѹ Λܭଌ͢Δ͜ͱͰಡΜͩ୯ޠͷྔΛܭଌ ར༻ऀͷֶशσʔλ͕͋Ε ͳ͚ΕͷޡࠩͰਪఆͰ͖Δ C G G
G G G fixation(ࢹ) saccade(ࢹઢҠಈ) <*TIJNBSV ,JO[F ,JTFBOE%FOHFM6CJ$PNQ>
None
ޮతͳ෮शͷͨΊͷओ؍తཧղਪఆ <:BNBEB ,JTFBOE"VHFSFBV6CJ$PNQ> ར༻ऀͷֶशσʔλ͕͋Εͷਫ਼ͰਪఆͰ͖Δ ֬৴Λͨͣʹ͑ͯؒҧ͑ͨͷྫ ֬৴Λͬͯ͑ͯؒҧ͑ͨͷྫ
ηϯαͷΈ߹ΘͤͰֶशऀͷ৺తঢ়ଶΛηϯγϯά ڵຯ ओ؍٬؍తཧղ ೝෛՙ ΞΠτϥοΧ αʔϞΧϝϥ ಡΈฦ͠ إԹ ࢹ࣌ؒ <*TIJNBSV
+BDPC 3PZ #VLIBSJ )FJTFM (SPNBOO 5IFFT ,VIOBOE%FOHFM)%*>
None
ʮσβΠϯɾΠϊϕʔγϣϯͷৼΓࢠʯ ʮσβΠϯɾΤϯδχΞʯUBLSBN ࣝ ࢹ ख๏ • ෳ؟ࢥߟෳͷઐͷࣝ &OHJOFFSJOH %FTJHO ʰUBLSBNEFTJHOFOHJOFFSJOHcσβΠϯɾΠϊϕʔγϣϯͷৼΓࢠʱ
ݱݐஙՈίϯηϓτɾγϦʔζ • ӽڥੑυϝΠϯ ղ͖ํͷਫฏҠಈ • ӽੑϨΠϠʔ ՝ઃఆͷਨҠಈ • ϓϩτλΠϐϯάͳͲ
ʮΤϯδχΞϦϯάɾϦαʔνͷৼΓࢠʯ &OHJOFFSJOH 3FTFBSDI • ݚڀͱ։ൃͷࢹΛߦ͖དྷͯ͠໘ന͍ͷΛ࡞Δ • ։ൃͷΛݚڀͰ ݚڀͷΛ։ൃͰղ͍ͯ͠·͓͏ • ։ൃͷࢹ
• ϓϩτλΠϓ σϞ σʔλܭଌιϑτΛߴͰ։ൃ • ࣮ੈքͰूΊͨଟྔͷσʔλʹΑΔػցֶश • ࣮։ൃΞΠσΞ͔Βੜ·ΕΔจ ະ౿ΫϦΤʔλݚڀͱ։ൃΛཱ྆͢ΔݚڀऀΛࢦͯ͠Έͯʁ