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
Adallocation-9
Search
Sponsored
·
Your Podcast. Everywhere. Effortlessly.
Share. Educate. Inspire. Entertain. You do you. We'll handle the rest.
→
Shinya Akiba
August 31, 2016
Research
1
79
Adallocation-9
Shinya Akiba
August 31, 2016
Tweet
Share
More Decks by Shinya Akiba
See All by Shinya Akiba
RS for HP Opt
shinya_akiba
0
3.4k
Mining_Data_Stream
shinya_akiba
0
410
社内勉強会 NIPS2015
shinya_akiba
1
1.2k
Other Decks in Research
See All in Research
学習型データ構造:機械学習を内包する新しいデータ構造の設計と解析
matsui_528
6
4.2k
Ankylosing Spondylitis
ankh2054
0
150
Thirty Years of Progress in Speech Synthesis: A Personal Perspective on the Past, Present, and Future
ktokuda
0
190
製造業主導型経済からサービス経済化における中間層形成メカニズムのパラダイムシフト
yamotty
0
540
FUSE-RSVLM: Feature Fusion Vision-Language Model for Remote Sensing
satai
3
270
Dual Quadric表現を用いた動的物体追跡とRGB-D・IMU制約の密結合によるオドメトリ推定
nanoshimarobot
0
260
社内データ分析AIエージェントを できるだけ使いやすくする工夫
fufufukakaka
1
1k
HU Berlin: Industrial-Strength Natural Language Processing with spaCy and Prodigy
inesmontani
PRO
0
290
SREはサイバネティクスの夢をみるか? / Do SREs Dream of Cybernetics?
yuukit
3
450
オーストリア流 都市の公共交通サービス水準評価@公共交通オープンデータ最前線2026
trafficbrain
0
110
From Data Meshes to Data Spaces
posedio
PRO
0
490
はじまりの クエスチョンブック —余暇と豊かさにあふれた社会とは?
culturaltransition
PRO
0
200
Featured
See All Featured
Leveraging LLMs for student feedback in introductory data science courses - posit::conf(2025)
minecr
1
210
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
4.2k
Mozcon NYC 2025: Stop Losing SEO Traffic
samtorres
0
190
AI Search: Implications for SEO and How to Move Forward - #ShenzhenSEOConference
aleyda
1
1.2k
Evolving SEO for Evolving Search Engines
ryanjones
0
170
Amusing Abliteration
ianozsvald
0
140
Paper Plane
katiecoart
PRO
0
48k
Visualization
eitanlees
150
17k
Code Review Best Practice
trishagee
74
20k
brightonSEO & MeasureFest 2025 - Christian Goodrich - Winning strategies for Black Friday CRO & PPC
cargoodrich
3
130
Visual Storytelling: How to be a Superhuman Communicator
reverentgeek
2
480
Navigating Team Friction
lara
192
16k
Transcript
0OMJOF.BUDIJOHBOE"E"MMPDBUJPO
"6OJpFE7JFX#JE4DBMJOH"MHPSJUINT 0CKFDUJWF'VODUJPOT6TFEJO1SBDUJDF 1VCMJTIFE3FTVMUTGSPNUIF*OEVTUSZ "EBQUJWF#JETDBMJOH)FVSJTUJDT 5ISPUUMJOH
"EBQUJWF#JETDBMJOH)FVSJTUJDT ͜Ε·ͰɺछྨͷCJETDBMJOHΞϧΰϦζϜΛհͨ͠ɻ "EWFSTBSJBM ΫΤϦʹΛԾఆ͠ͳ͍ ࠷ѱέʔεͷධՁ %JTUSJCVUJPOCBTFE
4UBUJDͳΛԾఆ ࠷ॳ ͘͠લͳͲ ͷαϯϓϦϯάʹΑΔ͕શମͷΛಉ͡ ͱ͍͏Ծఆ ࣮ࡍɺͷதͰಉ͡Ͱͳ͍͠ɺมԽ͍ͯ͘͠ɻ
"EBQUJWF#JETDBMJOH)FVSJTUJDT ఆظతʹϦαϯϓϦϯάSFDPNQVUF-1`TEVBMWBSJBCMFT "EWFSTBSJBMNPEFMΛར༻͢Δɻ< > )ZCSJEBMHPSJUINTΛ͏ɻ<> "UJNFWBSZJOHEJTUSJCVUJPOJOQVUNPEFM<
> )FVSJTUJDͳख๏ GFFECBDLMPPQ TUBUJDEJTUSJCVUJPO OPOTUBUJDEJTUSJCVUJPO
<>'BTU"MHPSJUINTGPS'JOEJOH.BUDIJOHTJO-PQTJEFE #JQBSUJUF(SBQITXJUI"QQMJDBUJPOTUP%JTQMBZ"ET ࠂओͷ༧ࢉ͕ҟͳΔέʔεͰɺΑΓ#BMBODFEͳΞϧΰϦζϜɻ <>.477ͱ0⒐JOF-1ͷIZCSJE "MMPDBUJOHPOMJOFBEWFSUJTFNFOUTQBDFXJUIVOSFBMFTUJNBUFT .BIEJBO :BIPP3FTFBSDI .477Ͱར༻͍ͯͨ͠ЇFGͱ͍͏ؔΛ ЇFЋ G
ͱ͢ΔɻGɺ ͓ͬͨۚ༧ࢉ <>"E$FMM"E"MMPDBUJPOJO$FMMVMBS/FUXPSLT "E$FMMBOFXNPCJMFBEWFSUJTJOHDPODFQU ࣌ؒଳҐஔใʹΑͬͯΧελϚʔΛධՁ
<>"E8PSETBOE(FOFSBMJ[FE0OMJOF.BUDIJOH ڝ߹ൺFͱͳΔΑ͏ͳΞϧΰϦζϜ ҎԼͷ࣮༻తͳ݅ΛԾఆ͠ɺFΛ࣮ݱͨ͠ɻ ೖࡳऀ ࠂओ ɺVTFS͕ࠂΛΫϦοΫͨ͠ͱ͖ͷΈDPTUΛ ࢧ͏ ࠂओɺ͝ͱʹҟͳΔ༧ࢉΛ࣋ͭ
J൪ͷೖࡳऀɺJ ൪ͷೖࡳऀͷೖࡳֹΛࢧ͏ ͭͷΫΤϦ ྫݕࡧΩʔϫʔυ ʹର͠ɺෳͷࠂ͕දࣔ͞ ΕΔ ࠂओ͝ͱͰɺೖࡳճ͕ҟͳΔ
<>3FBM5JNF#JEEJOH"MHPSJUINTGPS1FSGPSNBODF #BTFE%JTQMBZ"E"MMPDBUJPO OPOTUBUJDEJTUSJCVUJPOʹରͯ͠ɺ༗ޮͳख๏ɻ NBSLFUͷมԽʹରͯ͠ɺ ࣌ؒత ཻͷࡉ͔͍CJEΛઃఆɻ ϦΞϧλΠϜͰิਖ਼߲Λߋ৽͍͖ͯ͠ɺ͍࣌ؒͰͷͷ มԽʹରԠɻ
5ISPUUMJOH CJETDBMJOHͱ5ISPUUMJOHͷҧ͍ 5ISPUUMJOHͷత 5ISPUUMJOHͷߟ͑ํͭ "OFXJOQVUNPEFM
0OMJOF,OBQTBDL1SPCMFNXJUIFTUJNBUFT 0QUJNJ[JOHGPSBMMBEWFSUJTFSTTJNVMUBOFPVTMZ #FTUF⒎PSUSFHSFUGSFFUISPUUMJOH
5ISPUUMJOH CJETDBMJOHͱ5ISPUUMJOHͷҧ͍ 6 7 6 7 TDBMF͞ΕͨCJET͔Β ࠷େͷͷΛબͿ ΦʔΫγϣϯʹࢀՃ͢Δ͔
Ͳ͏͔ΛܾΊ͔ͯΒબͿ PSʹTDBMF͢Δ CJETDBMJOH UISPUUMJOH
5ISPUUMJOH CJETDBMJOHͱ5ISPUUMJOHͷҧ͍ 6 7 6 7 TDBMF͞ΕͨCJET͔Β ࠷େͷͷΛબͿ ΦʔΫγϣϯʹࢀՃ͢Δ͔
Ͳ͏͔ΛܾΊ͔ͯΒબͿ PSʹTDBMF͢Δ 5ISPUUMF͞Εͨ ࠂΩϟϯϖʔϯ CJETDBMJOH UISPUUMJOH
5ISPUUMJOH 5ISPUUMJOHͷత ࠂΩϟϯϖʔϯͷ༧ࢉҎ্ʹೖࡳ͠ͳ͍ͨΊ ΩϟϯϖʔϯظؒதɺTNPPUIʹඅফ͍ͤͯͨ͘͞Ί 5ISPUUMJOHͷํ๏
*NQSFTTJPOWʹରͯ͠ɺVΛUISPUUMF͢Δ͔Ͳ͏͔ͷ֬QVΛ V͕Ωϟϯϖʔϯऴྃͱಉ࣌ʹඅফ͖͠ΕΔΑ͏ʹબͿɻ <>Ͱɺ࠷େԽͨ͠తؔΛ࠷େԽ͢ΔΑ͏ͳ0QUJNJ[FE UISPUUMJOHͱ͍͏ߟ͑ํΛಋೖ͍ͯ͠Δɻ
5ISPUUMJOH "OFXJOQVUNPEFM BVDUJPOUJNFQFSBEWFSUJTFSNFUSJDЖΛఆٛ͢Δɻ ྫ͑ɺࠂΩϟϯϖʔϯVʹର͢Δ*NQSFTTJPOWͷ$53 4V Y ЖV W
≥YͷΑ͏ͳYʹ͍ͭͯɺΫΤϦWʹର͢Δظඅফɻ 4V͕ࣄલʹ͔͍ͬͯΔͱ͍͏Ծఆɻ
5ISPUUMJOH "OFXJOQVUNPEFM ༧ࢉ#Vͱ͖ɺЖ $53 ≥НͷΫΤϦʹೖࡳ͢Δɻ ЖΛ$1$ͱ͓͍ͨ߹ɺЖ $1$ ≤НͷΫΤϦʹೖࡳ͢Δɻ
5ISPUUMJOH 0OMJOF,OBQTBDL1SPCMFNXJUIFTUJNBUFT ЗVVͷWBMVFQFSDMJDL ΫϦοΫͨΓͷظച্ 30*Λ࠷େԽ͢ΔΑ͏ͳ,OBQTBDL P⒐JOF Λߟ͑Δɻ 30*Λ࠷େԽ͢Δ͜ͱɺЗV$1$Λ࠷େԽ͢Δ͜ͱͱಉ͡ɻ ЗVࠂΩϟϯϖʔϯ͝ͱʹݻఆͳͷͰɺ$1$Λখ͘͢͞Δɻ
ඪͷඅফΛୡͭͭ͠ɺ30*Λ࠷େԽ͢Δʹɺ$1$Нͷ ΫΤϦWΛUISPUUMF͢Δɻ
5ISPUUMJOH 0OMJOFͰͷΞϧΰϦζϜɻ 0OMJOF,OBQTBDL1SPCMFNXJUIFTUJNBUFT
5ISPUUMJOH 0QUJNJ[JOHGPSBMMBEWFSUJTFSTTJNVMUBOFPVTMZ ͜Ε·Ͱͭͷࠂओ Ωϟϯϖʔϯ ʹ͍ͭͯɺUISPUUMJOHͷ Λߟ͖͑ͯͨɻ࣮ࡍʹɺෳͷࠂओ͕ΦʔΫγϣϯʹࢀ Ճ͍ͯ͠ΔͷͰɺͦΕͧΕͷඅফЖͷಠཱͰͳ͍ɻ ෳࠂओͷࢀՃʹΑΓʜ
ܝࡌॱҐ͕Լ͕Γɺ$53͕མͪΔ TFDPOEQSJDFΦʔΫγϣϯʹΑΓɺ$1$͕࣍ͷॱҐͷVͷ ͷͱͳΔ <>ͰɺଞͷࠂओΛߟྀͨ͠UISPUUMJOHΛఏҊ͍ͯ͠Δ
5ISPUUMJOH #FTUF⒎PSUSFHSFUGSFFUISPUUMJOH ෳࠂओͰͷ࠷దԽΛߟ͑ͨͱ͖ʹɺෆެฏ͞ͷ͕ੜ͡Δɻ ྫ͑ɺ HMPCBMͳ ΫϦοΫ࠷େԽͷͱ͖ɺ༧ࢉͷେ͖ͳࠂओ ͷΫϦοΫ͕૿͑Δɻ <>ͰCFTUF⒎PSUɺ<>ͰSFHSFUGSFFͱ͍͏ख๏Ͱɺ ࠂओ͝ͱʹෆެฏ͕ੜ͡ͳ͍Α͏ʹ͍ͯ͠Δɻ