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
Kaggleでソロ銀メダルを獲得するまでの取組み / Efforts to win a sol...
Search
Sponsored
·
Ship Features Fearlessly
Turn features on and off without deploys. Used by thousands of Ruby developers.
→
Yuki
October 21, 2019
Technology
2
460
Kaggleでソロ銀メダルを獲得するまでの取組み / Efforts to win a solo silver medal at Kaggle
機械学習/Kaggleもくもく会#10@大阪(10/21 19:00〜)の登壇資料
https://connpass.com/event/150382/
Yuki
October 21, 2019
Tweet
Share
Other Decks in Technology
See All in Technology
1,000 にも届く AWS Organizations 組織のポリシー運用をちゃんとしたい、という話
kazzpapa3
0
150
Oracle Cloud Observability and Management Platform - OCI 運用監視サービス概要 -
oracle4engineer
PRO
2
14k
ブロックテーマでサイトをリニューアルした話 / 2026-01-31 Kansai WordPress Meetup
torounit
0
480
AIと新時代を切り拓く。これからのSREとメルカリIBISの挑戦
0gm
2
3.1k
コミュニティが変えるキャリアの地平線:コロナ禍新卒入社のエンジニアがAWSコミュニティで見つけた成長の羅針盤
kentosuzuki
0
130
[CV勉強会@関東 World Model 読み会] Orbis: Overcoming Challenges of Long-Horizon Prediction in Driving World Models (Mousakhan+, NeurIPS 2025)
abemii
0
150
量子クラウドサービスの裏側 〜Deep Dive into OQTOPUS〜
oqtopus
0
140
Amazon Bedrock Knowledge Basesチャンキング解説!
aoinoguchi
0
160
FinTech SREのAWSサービス活用/Leveraging AWS Services in FinTech SRE
maaaato
0
130
OpenShiftでllm-dを動かそう!
jpishikawa
0
140
仕様書駆動AI開発の実践: Issue→Skill→PRテンプレで 再現性を作る
knishioka
2
680
Oracle Base Database Service 技術詳細
oracle4engineer
PRO
15
93k
Featured
See All Featured
Information Architects: The Missing Link in Design Systems
soysaucechin
0
780
Large-scale JavaScript Application Architecture
addyosmani
515
110k
Hiding What from Whom? A Critical Review of the History of Programming languages for Music
tomoyanonymous
2
420
XXLCSS - How to scale CSS and keep your sanity
sugarenia
249
1.3M
A Guide to Academic Writing Using Generative AI - A Workshop
ks91
PRO
0
210
Why You Should Never Use an ORM
jnunemaker
PRO
61
9.7k
Art, The Web, and Tiny UX
lynnandtonic
304
21k
How to Think Like a Performance Engineer
csswizardry
28
2.5k
Refactoring Trust on Your Teams (GOTO; Chicago 2020)
rmw
35
3.4k
Building Experiences: Design Systems, User Experience, and Full Site Editing
marktimemedia
0
410
Stop Working from a Prison Cell
hatefulcrawdad
273
21k
Neural Spatial Audio Processing for Sound Field Analysis and Control
skoyamalab
0
170
Transcript
QBHFT ,BHHMFͰιϩۜϝμϧ Λ֫ಘ͢Δ·ͰͷऔΈ ػցֶश,BHHMF͘͘ձ!େࡕ !QIZTZVLJ
ࣗݾհ w:VLJ !QIZTZVLJ wϓϩάϥϛϯάʹ1)1 4DBMBΛগ͠ wػցֶशd w,BHHMFd w,BHHMF&YQFSU wͯ͢ιϩࢀՃ
ࣗݾհɾຊൃදʹ͍ͭͯ wະܦݧ͚ͩͲσʔλੳ৬ʹब͖͍ͨˠલ͍ w࣮ܦݧΛͭΉͨΊʹݣࣾһʹ w࣮࡞ΓͷͨΊʹۀ֎Ͱ,BHHMF w,BHHMFʹೖͨ͠ਓͷࢀߟʹͳΕ͍Ͱ͢
࣍ ࢠίϯϖҎલͷऔΈ ࢠίϯϖͰͷऔΈ ·ͱΊ
ࢠίϯϖҎલͷऔΈ
1-"T5J$$"TUSPOPNJDBM$MBTTJpDBUJPO wॳࢀՃίϯϖ wඪɿಔϝμϧ wࢀՃظؒɿ͔݄ wͬͨ͜ͱ w݁Ռ wֶΜͩ͜ͱ
ͬͨ͜ͱ w࡞ۀ,FSOFMͱϩʔΧϧͷ+VQZUFS/PUFCPPLͰ wྑ͛͞ͳ,FSOFMΛબΜͰϕʔεϞσϧʹ w,FSOFM %JTDVTTJPOશ෦ಡΉ͙Β͍ͷؾ࣋ͪ wҠಈ࣌ؒதৗʹಛྔείΞվળͷωλग़͠ w ࣌ࢴͰɺࠓJ1BE
݁Ռ w-JHIU(#.ͷγϯάϧϞσϧ w5PQͰಔϝμϧ
ֶΜͩ͜ͱ wॳ৺ऀ͕γϯάϧϞσϧͰۜϝμϧݍʹߦ͘ͷ͍͠ wιϩͰۜϝμϧΛऔΔʹΞϯαϯϒϧ͕ඞཁ wΞϯαϯϒϧ࣌ͷଟ༷ੑͷͨΊʹ//ͷษڧ͕ඞཁ
.JDSPTPGU.BMXBSF1SFEJDUJPO wඪɿۜϝμϧ wࢀՃظؒɿ͔݄ wͬͨ͜ͱ w݁Ռ wֶΜͩ͜ͱ
ͬͨ͜ͱ wҾ͖ଓ͖,FSOFM +VQZUFS/PUFCPPLͰ࡞ۀ w ࣮ݧͷ͚ͩϑΝΠϧ͕ੜ·ΕΔʜ w࣮ݧཧखಈͰεϓϨουγʔτ w// $BUCPPTUΛֶΜͰ-JHIU(#.ͱΞϯαϯϒϧ
݁Ռ w$7ͱ-#ͷ૬͕ؔऔΕͳ͔ͬͨ w pOBMTVCNJU-#ͷείΞͰબΜͩ w-JHIU(#. $BUCPPTU // '.ͷBWFSBHJOH w 5PQͷۜϝμϧݍ͔ΒTIBLFEPXO
ֶΜͩ͜ͱ wʮόϦσʔγϣϯେࣄʯ͕ࣝͰͳ͘ମݧͱͯ͠ࠁ·Εͨ w TVCNJUΛଟ͘ॏͶΔաఔͰ-#ʹPWFSpU͍͚ͯ͠ͳ͍ wϩόετͳϞσϧΛ࡞ΔͨΊͷςΫχοΫ w "EWFSTBSJBM7BMJEBUJPOग़ݱස͕ҟͳΔಛྔͷऔѻ͍ w,FSOFMۄੴࠞަˠ͕ࣗೲಘͰ͖ͨΞΠσΞͷΈ࠾༻͖͢ wίʔυɺ࣮ݧͷ࣮ߦɾཧΛޮԽͯ͠खΛ૿͢
*OTUBOU(SBUJpDBUJPO wతɿ,FSOFMPOMZίϯϖͷ࿅शɺ.BMXBSFͷϦϋϏϦ wࢀՃظؒɿؒ wͬͨ͜ͱɿຊདྷͷΫϥεྨͰͳ͘Ϋϥεྨ w݁ՌɿQSFEJDUͷ࣮ϛεͷ͍ͤͰ5PQͷಔϝμϧ wֶΜͩ͜ͱɿࣗ৴ͷ͋ΔԾઆ೪Γڧ͘ݕূ͢͠
ࢠίϯϖͰͷऔΈ
1SFEJDUJOH.PMFDVMBS1SPQFSUJFT wඪɿۜϝμϧɺTVCNJUճΛ͑Δ wࢀՃظؒɿ͔݄ wͬͨ͜ͱ w݁Ռ wֶΜͩ͜ͱ
ͬͨ͜ͱ wQJQFMJOFͷ࡞ʢ&%"ͨ͠ΓϕʔεϞσϧ࡞Γͳ͕Βʣ w +VQZUFS/PUFCPPLͰͳ͘TDSJQUͰཧ w ࣮ݧཧΛࣗಈԽ w/PUFCPPL&%"ɾՄࢹԽʹͷΈ༻ w(JUʹΑΔίʔυཧ w(16ඞਢͰ͋Δ//ͷΈ,FSOFMΛ༻
QJQFMJOFུ֓ USBJO WBMJEBUJPO UFTU DSFBUFQZ GFBUIFSܗࣜͰ ಛྔΛอଘ DPOpHTKTPO
NPEFMQBSBN ༻ಛྔ $7ͷׂ ͳͲΛࢦఆ Ϟσϧͷֶशϩά είΞɺύϥϝʔλɺ༻ಛͳͲ ͷ࣮ݧ݁ՌΛه TVCNJU@DTW ϩά
݁Ռ w-JHIU(#. 4DI/FUͷBWFSBHJOH w -JHIU(#.ɿGPME$7Ͱ֤ϞσϧͷBWFSBHJOH w 4DI/FUɿγϯϓϧʹIPMEPVU w5PQͰۜϝμϧ w ʮTVCNJUճΛ͑ͯۜϝμϧʯΛୡ
ֶΜͩ͜ͱ w࣮ݧճΛՔ͛ΔΑ͏ʹͳͬͨ w ࣍ΞΠσΞͷ࣭ΛߴΊΔ͜ͱ͕ॏཁ wهࣄɺॻ੶ɺจ͔ΒಘΒΕΔࣝʹԿ͔Λֻ͚߹Θͤͳ͍ ͱɺۚϝμϧݍʹ͍͚ͳ͍ w ͦͷΈ߹ΘͤΛ௫Ήํ๏Λཱ͍֬ͨ͠
·ͱΊ
·ͱΊ wͨ͘͞Μࣦഊ͢Δ wݪҼΛֶͼɺࣗͷͷʹ͢Δ w͔࣍ΒثʹͳΔͷͰɺޭʹܨ͕Δ