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
企業が押さえるべきMCPの未来
takaakikakei
0
120
今日からはじめるプラットフォームエンジニアリング
jacopen
8
1.8k
Winning at PHP in Production in 2025
beberlei
1
220
4/17/25 - CIJUG - Java Meets AI: Build LLM-Powered Apps with LangChain4j (part 2)
edeandrea
PRO
0
140
更新系と状態
uhyo
8
2.1k
生成AIのユースケースをとにかく集めてまるっと学ぶ!/ all about generative ai usecases
gakumura
2
300
AIにおけるソフトウェアテスト_ver1.00
fumisuke
1
290
Road to Go Gem #rubykaigi
sue445
0
1k
AIと共に乗り越える、 入社後2ヶ月の苦労と学習の軌跡
sai_kaneko
0
140
PagerDuty×ポストモーテムで築く障害対応文化/Building a culture of incident response with PagerDuty and postmortems
aeonpeople
3
480
Terraform Cloudで始めるおひとりさまOrganizationsのすゝめ
handy
2
200
watsonx.data上のベクトル・データベース Milvusを見てみよう/20250418-milvus-dojo
mayumihirano
0
160
Featured
See All Featured
Rebuilding a faster, lazier Slack
samanthasiow
81
8.9k
Docker and Python
trallard
44
3.4k
Code Reviewing Like a Champion
maltzj
523
40k
Writing Fast Ruby
sferik
628
61k
Mobile First: as difficult as doing things right
swwweet
223
9.6k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
52
2.4k
A Tale of Four Properties
chriscoyier
158
23k
Making Projects Easy
brettharned
116
6.1k
個人開発の失敗を避けるイケてる考え方 / tips for indie hackers
panda_program
104
19k
Fashionably flexible responsive web design (full day workshop)
malarkey
407
66k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
5
540
Understanding Cognitive Biases in Performance Measurement
bluesmoon
29
1.6k
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