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
Yuki
October 21, 2019
Technology
2
450
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
GraphRAG グラフDBを使ったLLM生成(自作漫画DBを用いた具体例を用いて)
seaturt1e
1
150
Oracle Database@Google Cloud:サービス概要のご紹介
oracle4engineer
PRO
0
360
Building a cloud native business on open source
lizrice
0
180
ゼロコード計装導入後のカスタム計装でさらに可観測性を高めよう
sansantech
PRO
1
460
様々なファイルシステム
sat
PRO
0
250
RemoteFunctionを使ったコロケーション
mkazutaka
1
120
AI駆動で進める依存ライブラリ更新 ─ Vue プロジェクトの品質向上と開発スピード改善の実践録
sayn0
1
320
事業開発におけるDify活用事例
kentarofujii
5
1.5k
ヘンリー会社紹介資料(エンジニア向け) / company deck for engineer
henryofficial
0
390
AIでデータ活用を加速させる取り組み / Leveraging AI to accelerate data utilization
okiyuki99
1
450
Linux カーネルが支えるコンテナの仕組み / LF Japan Community Days 2025 Osaka
tenforward
1
130
もう外には出ない。より快適なフルリモート環境を目指して
mottyzzz
13
11k
Featured
See All Featured
Product Roadmaps are Hard
iamctodd
PRO
55
11k
Rebuilding a faster, lazier Slack
samanthasiow
84
9.2k
I Don’t Have Time: Getting Over the Fear to Launch Your Podcast
jcasabona
34
2.5k
Improving Core Web Vitals using Speculation Rules API
sergeychernyshev
21
1.2k
GitHub's CSS Performance
jonrohan
1032
470k
Understanding Cognitive Biases in Performance Measurement
bluesmoon
31
2.7k
Practical Tips for Bootstrapping Information Extraction Pipelines
honnibal
PRO
23
1.5k
Stop Working from a Prison Cell
hatefulcrawdad
272
21k
Save Time (by Creating Custom Rails Generators)
garrettdimon
PRO
32
1.7k
Responsive Adventures: Dirty Tricks From The Dark Corners of Front-End
smashingmag
253
22k
Building Better People: How to give real-time feedback that sticks.
wjessup
369
20k
How STYLIGHT went responsive
nonsquared
100
5.9k
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