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
440
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行のコードから社会課題の解決へ: EMの探究、事業・技術・組織を紡ぐ実践知 / EM Conf 2025
9ma3r
12
4.1k
DevinでAI AWSエンジニア製造計画 序章 〜CDKを添えて〜/devin-load-to-aws-engineer
tomoki10
0
170
Autonomous Database Serverless 技術詳細 / adb-s_technical_detail_jp
oracle4engineer
PRO
17
45k
MIMEと文字コードの闇
hirachan
2
1.4k
マーケットプレイス版Oracle WebCenter Content For OCI
oracle4engineer
PRO
3
530
OPENLOGI Company Profile
hr01
0
60k
Iceberg Meetup Japan #1 : Iceberg and Databricks
databricksjapan
0
390
AI自体のOps 〜LLMアプリの運用、AWSサービスとOSSの使い分け〜
minorun365
PRO
6
310
Pwned Labsのすゝめ
ken5scal
2
460
AWSアカウントのセキュリティ自動化、どこまで進める? 最適な設計と実践ポイント
yuobayashi
7
640
Cracking the Coding Interview 6th Edition
gdplabs
14
28k
"TEAM"を導入したら最高のエンジニア"Team"を実現できた / Deploying "TEAM" and Building the Best Engineering "Team"
yuj1osm
1
210
Featured
See All Featured
The Success of Rails: Ensuring Growth for the Next 100 Years
eileencodes
44
7k
Building Applications with DynamoDB
mza
93
6.2k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
4
430
XXLCSS - How to scale CSS and keep your sanity
sugarenia
248
1.3M
The MySQL Ecosystem @ GitHub 2015
samlambert
250
12k
Navigating Team Friction
lara
183
15k
10 Git Anti Patterns You Should be Aware of
lemiorhan
PRO
656
59k
Optimising Largest Contentful Paint
csswizardry
34
3.1k
Build your cross-platform service in a week with App Engine
jlugia
229
18k
Being A Developer After 40
akosma
89
590k
Build The Right Thing And Hit Your Dates
maggiecrowley
34
2.5k
The Myth of the Modular Monolith - Day 2 Keynote - Rails World 2024
eileencodes
21
2.5k
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