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
Shinya Akiba
August 31, 2016
Research
1
66
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
3.3k
Mining_Data_Stream
shinya_akiba
0
390
社内勉強会 NIPS2015
shinya_akiba
1
1.2k
Other Decks in Research
See All in Research
EarthDial: Turning Multi-sensory Earth Observations to Interactive Dialogues
satai
3
210
生成的推薦の人気バイアスの分析:暗記の観点から / JSAI2025
upura
0
280
Agentic AIとMCPを利用したサービス作成入門
mickey_kubo
0
630
Hiding What from Whom? A Critical Review of the History of Programming languages for Music
tomoyanonymous
0
190
Time to Cash: The Full Stack Breakdown of Modern ATM Attacks
ratatata
0
160
2025年度人工知能学会全国大会チュートリアル講演「深層基盤モデルの数理」
taiji_suzuki
25
19k
日本語新聞記事を用いた大規模言語モデルの暗記定量化 / LLMC2025
upura
0
240
カスタマーサクセスの視点からAWS Summitの展示を考える~製品開発で活用できる勘所~
masakiokuda
2
210
「どう育てるか」より「どう働きたいか」〜スクラムマスターの最初の一歩〜
hirakawa51
0
920
機械学習と数理最適化の融合 (MOAI) による革新
mickey_kubo
1
380
AIスパコン「さくらONE」のLLM学習ベンチマークによる性能評価 / SAKURAONE LLM Training Benchmarking
yuukit
2
660
超高速データサイエンス
matsui_528
1
150
Featured
See All Featured
Why You Should Never Use an ORM
jnunemaker
PRO
59
9.6k
RailsConf 2023
tenderlove
30
1.2k
Building Adaptive Systems
keathley
43
2.8k
Making Projects Easy
brettharned
119
6.4k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
35
3.2k
Bash Introduction
62gerente
615
210k
Reflections from 52 weeks, 52 projects
jeffersonlam
352
21k
GraphQLの誤解/rethinking-graphql
sonatard
73
11k
Fight the Zombie Pattern Library - RWD Summit 2016
marcelosomers
234
17k
The Art of Delivering Value - GDevCon NA Keynote
reverentgeek
15
1.7k
How to train your dragon (web standard)
notwaldorf
96
6.3k
How to Think Like a Performance Engineer
csswizardry
27
2k
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