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
実践 PyTorch Lightning (2019/11/30 分析コンペLT会 #1)
Search
fam_taro
November 30, 2019
Technology
3
4.5k
実践 PyTorch Lightning (2019/11/30 分析コンペLT会 #1)
2019/11/30 分析コンペLT会 #1 で LT させていただいたスライドです。
https://kaggle-friends.connpass.com/event/154881/
fam_taro
November 30, 2019
Tweet
Share
More Decks by fam_taro
See All by fam_taro
NeRFの概要と 派生系についてのふんわり紹介
fam_taro
3
4k
Paper:ShapeMask
fam_taro
0
59
Summary: Objects as Points
fam_taro
0
3.1k
Paper-Survey: Objects as Points
fam_taro
0
2.3k
Tensorコアを使った PyTorch の高速化について
fam_taro
4
3.9k
Sequence to Sequence Learning with Neural Networks
fam_taro
1
1.1k
Other Decks in Technology
See All in Technology
あなたが人生で成功するための5つの普遍的法則 #jawsug #jawsdays2025 / 20250301 HEROZ
yoshidashingo
2
320
[OpsJAWS Meetup33 AIOps] Amazon Bedrockガードレールで守る安全なAI運用
akiratameto
1
120
JAWS FESTA 2024「バスロケ」GPS×サーバーレスの開発と運用の舞台裏/jawsfesta2024-bus-gps-serverless
ma2shita
3
280
【詳説】コンテンツ配信 システムの複数機能 基盤への拡張
hatena
0
280
サイト信頼性エンジニアリングとAmazon Web Services / SRE and AWS
ymotongpoo
7
1.7k
AIエージェント入門
minorun365
PRO
32
19k
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
9
750
Ruby on Railsで持続可能な開発を行うために取り組んでいること
am1157154
3
160
株式会社Awarefy(アウェアファイ)会社説明資料 / Awarefy-Company-Deck
awarefy
3
11k
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
4.4k
AWS Well-Architected Frameworkで学ぶAmazon ECSのセキュリティ対策
umekou
2
150
【内製開発Summit 2025】イオンスマートテクノロジーの内製化組織の作り方/In-house-development-summit-AST
aeonpeople
2
1.1k
Featured
See All Featured
Build your cross-platform service in a week with App Engine
jlugia
229
18k
[RailsConf 2023] Rails as a piece of cake
palkan
53
5.3k
Music & Morning Musume
bryan
46
6.4k
Facilitating Awesome Meetings
lara
53
6.2k
The Straight Up "How To Draw Better" Workshop
denniskardys
232
140k
Done Done
chrislema
182
16k
The Web Performance Landscape in 2024 [PerfNow 2024]
tammyeverts
4
430
GraphQLとの向き合い方2022年版
quramy
44
14k
It's Worth the Effort
3n
184
28k
Design and Strategy: How to Deal with People Who Don’t "Get" Design
morganepeng
129
19k
YesSQL, Process and Tooling at Scale
rocio
172
14k
Dealing with People You Can't Stand - Big Design 2015
cassininazir
366
25k
Transcript
࣮ફ 1Z5PSDI-JHIUOJOH !GBN@UBSP ੳίϯϖ-5ձ !͔͙ΔʔͲ
ࣗݾհ ໊લ౻ຊ༟հ 5XJUUFS!GBN@UBSP ུྺ ૣҴాେֶେֶӃम࢜՝ఔमྃ ࣗવݴޠॲཧ
4*FS ۚ༥ܥ ݣձࣾ 42- /PX-1*9&- ۦ͚ग़͠ ,BHHMF.BTUFS ઌʑि ͳΓ·ͨ͠ʂ
࠷ۙͷίϯϖྺ ࣌ظ ,BHHMFίϯϖ ίϝϯτ ݄ 4**."$31OFVNPUIPSBY 4FHNFOUBUJPO ؾڳίϯϖ 5PQ
ॳ(PME ɻͨͩ͠ 1Z5PSDIʹΑΔେ͖ͳෛͷҨ࢈Λ ࡞ͬͯ͠·ͬͨ ݄ 4FWFSTUBM4UFFM%FGFDU %FUFDUJPO మίϯϖ 5PQ 1Z5PSDI-JHIUOJOHσϏϡʔ രࢮ ݄ 34/"*OUSBDSBOJBM )FNPSSIBHF%FUFDUJPO ίϯϖ 5PQ Θʔ͍ʂʢ!"QQJBO͞ΜͷίʔυΛؙύΫϦͯࣗ͠ Ͱॻ͜͏ͱ͠ͳ͔ͬͨʣ ݄ 6OEFSTUBOEJOH$MPVETGSPN 4BUFMMJUF*NBHFT Ӣίϯϖ 5PQ 1Z5PSDI-JHIUOJOHϦϕϯδ ͳΜͱ͔ 4PMP4JMWFS
࣍ എܠ 1Z5PSDI-JHIUOJOHͱ 4UBSU1Z5PSDI-JHIUOJOH 1Z5PSDI-JHIUOJOHͷҙ
ײͱ݁ ͓·͚ɿίϯϖʹ͑͏Δ 1Z5PSDI-JHIUOJOH
ҙࣄ߲ • 1Z5PSDIͷ༻͕લఏͱͳ͍ͬͯ·͢ • ͍ͬͯͳ͍ਓ͝ΊΜͳ͍͞ʢศར͔ͩΒ͓͢͢ΊͰ͢Αʣ • ͔ͭ͋Δఔͬͨਓ͕ϝΠϯλʔήοτͰ͢ • ͱ͜ΖͲ͜ΖςΫχΧϧͳ୯ޠ͕͋Δ͔͠Ε·ͤΜ •
ύοτݟΑ͔͘Βͳ͔ͬͨΒ͍ͭͰฉ͍͍ͯͩ͘͞ • ࠓճͷίʔυ Ӣίϯϖ༻ Լهʹஔ͍ͯ͋Γ·͢ • IUUQTHJUIVCDPNZVLLZP,BHHMF6OEFSTUBOEJOH$MPVETUITPMVUJPO • ͜ͷ -5Ͱ QZUPSDIMJHIUOJOHΛఆ͍ͯ͠·͢ • ͢Ͱʹ࠷৽൛ Ͱ͢͝ΊΜͳ͍͞
എܠ • 1Z5PSDIͨͷ͍͠ʂ • ωοτϫʔΫߏม͑Δͷָ • -PTTपΓ͍͡Δͷָ • ࣗͰ৭ʑ͍͡ΕΔͷͰཧղ͍͢͠ •
ͳΜ͔ͨͷ͍͠ʂ • 1Z5PSDIͰίϯϖࢀՃ͢Δͷ΄Μͱͨͷ͠ʔʂ
ؾڳίϯϖΛऴ͑ͨ͋Δͷ͜ͱʜ ͞ʔͯͷ ̈(PME4PMVUJPÖ ͍·Θͪ͠Ό͏ͧʔʂ
͕͔ͩ͠͠ʜ
• ίʔυԚ͗͢ • ϝιου͗͢ • ৭Μͳͱ͜Ζʹ৭Μͳͷ͕͋Δ • ୭ͩΑ͜ͷίʔυॻ͍ͨͷ • ͪΖΜࣗͰ͋Δ
• ίϯϖதແզເத͚ͩͬͨͲʜ • ͏͍ͨ͘ͳ͍
Ԛ͘ͳͬͨཁҼ • ࣗͰॻ͘ USBJO@B@FQPDI • ແݶʹਂ͘ͳΔ GPSϧʔϓʢFQPDI CBUDI FUDʜ •
ແݶʹ૿͑ΔҾ • ࣗͰΔ MFBSOJOH@SBUF@TDIFEVMFSTUFQ • ࣗͰΰχϣΰχϣͯ͠͠·͏ (SBEJFOU"DDVNVMBUJPO • (SBEJFOU"DDVNVMBUJPO ޯྦྷੵ ɿύϥϝʔλߋ৽ PQUJNJ[FSTUFQ Λόονʹճʹ͢Δ͜ͱͰ #4Λ૿͢͜ͱʹ͍ۙॲཧΛ͢Δ • #4େ͖͘͢Δ͜ͱͱશʹՁͰͳ͍ͷͰҙ • ࣗͰΰχϣΰχϣ͢Δ UREN • FUDʜ
Ԛ͘ͳͬͨཁҼ • ࣗͰॻ͘ USBJO@B@FQPDI • ແݶʹਂ͘ͳΔ GPSϧʔϓʢFQPDI CBUDI FUDʜ •
ແݶʹ૿͑ΔҾ • ࣗͰΔ MFBSOJOH@SBUF@TDIFEVMFSTUFQ • ࣗͰΰχϣΰχϣͯ͠͠·͏ (SBEJFOU"DDVNVMBUJPO • (SBEJFOU"DDVNVMBUJPO ޯྦྷੵ ɿύϥϝʔλߋ৽ PQUJNJ[FSTUFQ Λόονʹճʹ͢Δ͜ͱͰ #4Λ૿͢͜ͱʹ͍ۙॲཧΛ͢Δ • #4େ͖͘͢Δ͜ͱͱશʹՁͰͳ͍ͷͰҙ • ࣗͰΰχϣΰχϣ͢Δ UREN • FUDʜ ͲΕίϯϖͰઓ͏্Ͱ ຊ࣭తͰͳ͍
ΦϨΦϨ 5SBJOFSΫϥεॻ͚Δ͚Ͳʜ • ઈରԚ͘ͳΔ • 8JOOFSTPMVUJPODPEFͰΑ͘ݟ͔͚Δ͚ͲେମԚ͍ • Ճ͑ͯඍົʹͦΕͧΕݸੑग़͖ͯͯ͠ਏ͍ • ͦͷ͏ͪؾ͔ͮͣʹόάຒΊࠐΈͦ͏
• Ͱ͖ΕͪΌΜͱͨ͠ઃܭʹԊ͍͍ͨ • ଞਓ ະདྷͷؚࣗΊ ͕Ҡ২͢Δͱ͖ʹָʹҠ২Ͱ͖ͯ΄͍͠ • ࣗͰϝϯς͢ΔؾʹͳΕͳ͍ • ઈରਏ͍ • ͋ʔͲ͔͜ʹΑΓڧͦ͏ͳͻͱ͕ϝϯςͯ͘͠ΕΔ 5SBJOFS Ͷʔ͔ͳʔʁʁʁ
ͦΜͳ͋ͳͨʹ
1Z5PSDI-JHIUOJOHͱ • ԼهΛαϙʔτͯ͘͠ΕΔ 1Z5PSDIXSBQQFS • 4DBMFZPVSNPEFMT • .VMUJ(16ɾ.VMUJ/PEF5SBJOJOHɾOWJEJBBQFY .JYFE 1SFDJTJPO5SBJOJOH
• ઃఆධՁࢦඪɾֶशࡁXFJHIUͷอଘͳͲ • 8SJUFMFTTCPJMFSQMBUF ఆܕจͷলུ
• ӈਤެࣜϖʔδΑΓ • IUUQTHJUIVCDPNX JMMJBN'BMDPOQZUPSDI MJHIUOJOH • 1-ӈͷփ৭ͷ෦ ΛΧόʔͯ͘͠ΕΔ •
ࢲୡ੨͍෦͚ͩू த͢Εྑ͍ʂʂ • ఔΑཻ͍ʂ
1Z5PSDI-JHIUOJOHͱ େ͖͘ҎԼ ͭͷཁૉ͕͋Δ • -JHIUOJOH.PEVMF • 㲈 .PEFM %BUBTFU -PTT
0QUJNJ[FS • USBJOJOH WBMJEBUJPOͷ֤ TUFQͷಈ࡞ͳͲΛఆٛ • WBMJEBUJPOFOE࣌ʹ݁ՌΛͲ͏ू͢Δ͔ͱ͔ఆٛՄ • 5SBJOFS • %FWJDF (16PS$16 .JYFE1SFDJTJPO • .VMUJ(165ZQF %1PS%%1 • 8FJHIU MPHͷอଘॴ • $BMMCBDL FBSMZTUPQQJOHͱ͔ • (SBEJFOU"DDVNVMBUJPO
4UBSU1Z5PSDI-JHIUOJOH • 4UFQQJQJOTUBMMQZUPSDIMJHIUOJOH • 4UFQ ඞཁͳਓ OWJEJBBQFYΛผ్Πϯετʔϧ • 1Z5PSDI-JHIUOJOHΛ͏͚ͩͳΒඞਢͰͳ͍ •
ͰศརͳͷͰݸਓతʹਪ • 4UFQ-JHIUOJOH.PEVMFͷ࡞ • 4UFQ5SBJOFSͷ࡞ • 4UFQUSBJOFSGJU NZ@MJHIUOJOH@NPEVMF
4UFQ-JHIUOJOH.PEVMFͷ࡞ • -JHIUOJOH.PEVMF Λܧঝ • ҎԼͷؔΛఆٛ • ඞਢ 3FRVJSFE •
USBJOJOH@TUFQ • DPOGJHVSF@PQUJNJ[FST • 999@EBUBMPBEFS • ࣗ༝ 0QUJPOBM • WBMJEBUJPO@TUFQ • WBMJEBUJPO@FOE
4UFQ-JHIUOJOH.PEVMFͷ࡞ ೖྗ͔Β -PTTΛܭࢉͯ͠ฦ͢ ೖྗ͔Β -PTTΛܭࢉͯ͠ฦ͢ -PTT͚ͩ͡Όͳ֤͘ධՁࢦඪՄೳ
4UFQ-JHIUOJOH.PEVMFͷ࡞ -PTTͷ߹ܭͱ͔৭ʑฦ͢ ίϯιʔϧදࣔ༻ QSPHSFTT@CBS MPH༻ MPH ɺ DBMMCBDL༻ WBM@MPTT ͱ͔ࣗͰ໊͚Δ
ͳͲΛฦͤΔ PQUJNJ[FSΛฦ͢ TDIFEVMFS͋ͬͯͳͯ͘Մ
4UFQ5SBJOFSͷ࡞ -PHͷอଘํ๏ ԿΛอଘ͢Δ͔ 8FJHIUͷอଘํ MBUFTUPS CFTUMPTT &BSMZ4UPQQJOH .VMUJ(16ͷΦϓγϣϯબΔʂ ຯʹ͏Ε͍͠
HSBE@BDD Φϓγϣϯ
4UFQ5SBJOFSGJU QM@NPEVMF ˠ࣮ߦ ,FSBT -JLF
1Z5PSDI-JHIUOJOHͷҙ • ·ͩ 4UBCMFͳόʔδϣϯͰͳ͍ • ޙํޓੑͳΜͯ͑ͳ͍ όʔδϣϯΞοϓ ॻ͖͠ඞਢ • 1Z$IBSNͱ͔ͷؔδϟϯϓػೳඞਢʢ1Z5PSDIॳͷਓʹඇਪʣ
• .VMUJ(16º .JYFE1SFDJTJPO5SBJOJOH ͷબࢶ͕ %%1ͷΈ • 1Z5PSDIͰ .VMUJ(16Λ͏ͨΊͷબࢶ %1ͱ %%1 • %1 %BUB1BSBMMFM • Πϝʔδ֤(16Λ߹ମͯ͠େ͖͍(16Λ࡞Δ • %%1 %JTUSJCVUFE%BUB1BSBMMFM • Πϝʔδ֤(16Ͱಠཱͯ͠ॲཧΛਐΊΔײ͡ • %BUBTFUΛ(16ຖʹׂ͢Δ • %1ͱ %%1ͷࠩԼه͕Ұ൪͔Γ͍͢ • IUUQXXXUFMFTFOTDPEJTUSJCVUFEEBUBQBSBMMFMUSBJOJOH VTJOHQZUPSDIPOBXT
1Z5PSDI-JHIUOJOHͷҙ • %%1࣌ʹ 7BMJE%BUB-PBEFSΛׂ͢Δͱ 7BMJE4DPSF͕ਖ਼ ͘͠ܭࢉͰ͖ͳ͍ Ұ෦͔͠ΘΕͳ͍ • ݱঢ়ׂ͢Δͱ (16ͷ
7BMJE4DPSF͔͠อଘ͞Εͳ͍ • ֤ (16Ͱܭࢉͨ͠ 7BMJE4DPSFΛू SFEVDF Ͱ͖ͳ͍ • IUUQTHJUIVCDPNXJMMJBN'BMDPOQZUPSDIMJHIUOJOHJTTVFT • ͪΌΜͱ 7BMJE4DPSFΛܭࢉ͢ΔͨΊʹ 7BMJE%BUB-PBEFSΛ ׂͤͣʹ֤ (16Ͱܭࢉͤ͞Δ ༨ͳܭࢉΛ͠ͳ͍ͱ͍͚ͳ͍ • গ͚͕͔͔ͩ࣌ؒ͠Δ • ͋͘·Ͱ 7BMJEͳͷͰ 5SBJO࣌ؒʹൺΕڐͤΔ͕
1Z5PSDI-JHIUOJOHͷҙ • ॻ͘ίʔυྔ͕ΊͪΌͪ͘ΌݮΔΘ͚Ͱͳ͍ • ͦΕͳΓʹॻ͘ • ͍͚ͨͩ͘͠ͳΒ GBTUBJ ʹߦ͖͘ •
ʮ1Z5PSDI-JHIUOJOHʯ ˠ ʮΦϨΦϨϧʔϓʯͷҠߦָ
ͬͯΈͨײ • ·ͩ·ͩൃల్্͚ͩͲظେ • ݸਓతʹ 1Z5PSDI*HOJUFΑΓ͖ • ΄ͲΑࣗ͘༝ͷͬͨςϯϓϨʔτͰ͋Γɺڧ੍తʹͳ ϧʔϓΛׂ͢ΔΑ͏ʹͳΔͷͰݸਓతʹخ͍͠ •
ඞͣॻ͕ܾؔ͘·͍ͬͯΔͷͰɺଞλεΫ࢝ΊΔͱ͖࢝Ί͍͢ • ࠓ͍࢝ΊΔͱʑؔδϟϯϓΛΘ͟ΔΛ͑ͳ͍͚Ͳɺ ιʔείʔυΛಡΉ͜ͱͰ৭ʑษڧʹͳͬͨ • %JTUSJCVUFE%BUB4BNQMFSͱ͔
݁ • .VMUJ(16पΓͷڍಈΛআ͚͍͍ͩͨຬʂ • 4JOHMF(16ͳΒؾʹͳΔͱ͜Ζͳ͍ • ,BHHMFͰ 1Z5PSDI$BUBMZTUྲྀߦͦ͠͏ͳͷͰཁνΣοΫ • $BUBMZTU
4FHNFOUBUJPOUVUPSJBM͕ΫΦϦςΟߴ͔ͬͨͰ͢ • ྆ํͬͯࣗʹ߹ͬͨ΄͏Λ͏ͷ͕ྑ͍ͱࢥ͍·͢ • ࢼ͢ʹ͕͔͔࣌ؒΔ͚Ͳʜ • ͍ͣΕૉͷ 1Z5PSDIΑΓடংΛײ͡ΒΕΔ • ؾʹͳΔਓԼهͰݕࡧͯ͠Έ·͠ΐ͏ • lQZUPSDI JHOJUFz lQZUPSDI DBUBMZTUz lQZUPSDI MJHIUOJOHz • ্ه͍ͣΕެࣜ IUUQTQZUPSDIPSHFDPTZTUFN Ͱհ͞ΕͯΔ
͝ਗ਼ௌ͋Γ͕ͱ͏͍͟͝·ͨ͠
͓·͚ɿੳίϯϖ-5ձͷ࢝·Γ
͓·͚ɿੳίϯϖ-5ձͷ࢝·Γ
͓·͚ɿੳίϯϖ-5ձͷ࢝·Γ
͓·͚ɿίϯϖʹ͑͏Δ 1Z5PSDI-JHIUOJOH • ͔͜͜Β ,BHHMFͷ l6OEFSTUBOEJOH$MPVETGSPN 4BUFMMJUF*NBHFT Ӣίϯϖ z༻ʹͨ͠෦Λհ͠·͢ •
IUUQTHJUIVCDPNZVLLZP,BHHMF6OEFSTUBOEJOH$MPVETUITPMVUJPO • ΦϨΦϨ 1Z5PSDI-JHIUOJOHʹͳͬͯ͠·ͬͯΔͷͰҙ • ࣗ͝Ͱ֦ு͢ΔώϯτʹͳΕͱࢥ͍·͢ • FY͜͜ΒΜΛม͍͑ͨͱ͖͜͜Λมߋͪ͠Ό͑ྑ͍Μͩͳ
͓·͚ɿίϯϖʹ͑͏Δ 1Z5PSDI-JHIUOJOH • ओͳมߋ • %JTUSJCVUFE4BNQMFS 1Z5PSDI-JHIUOJOHؔͳ͍ • ࢦఆͨ͠ QPTJUJWFOFHBUJWFൺΛ༻͢Δ
• 5SBJOFS ӢίϯϖͰద༻͠·ͤΜͰ͕ͨ͠ʜ • ຖ FQPDIຖʹ QPTJUJWFOFHBUJWFΛมߋͰ͖ΔΑ͏ʹͨ͠ • -PHHFS -JHIUOJOH-PHHFS#BTF • ෆཁͳͷΛอଘ͠ͳ͍Α͏ʹͯ͠࠷ݶͷͷ͚ͩอଘ͢ΔΑ͏ʹͨ͠ • ೖྗύϥϝʔλҰཡͱ͔ࣗͰ :".-Ͱอ࣋ͯ͠ΔͷͰʜ • $IFDLQPJOU .PEFM$IFDLQPJOU • ҎԼͷೋछྨͷॏΈΛ྆ํอଘͰ͖ΔΑ͏ʹͨ͠ σϑΥϧτยํͷΈ • ࠷৽ FQPDIͷ XFJHIU MBUFTUQU #FTU-PTTͷ XFJHIU CFTU@MPTTQU • ͜Ε JTTVFͳΜͩΑͳ • l DLQUzʹ͢Δͱ 1Z5PSDI-JHIUOJOHͷ໋໊نଇʹै͏ඞཁ͋Γ ໘
5SBJOFS ӢίϯϖͰະద༻ • ຖ FQPDIຖʹ QPTJUJWFOFHBUJWFΛมߋͰ͖ΔΑ͏ʹͨ͠ • SVO@UOH@FQPDI Λ PWFSSJEFͯ͠
TBNQMFSΛຖ FQPDI͍͡Δ
-PHHFS -JHIUOJOH-PHHFS#BTF Λܧঝͯ͠ • ࣗͷอଘ͍ͨ͠ͷ͚ͩอ ଘ͢ΔΑ͏ʹͨ͠ • !SBOL@[FSP@POMZ NVMUJ
HQV ࣌ʹ (16ͷΈ࣮ߦ ͢ΔͨΊͷσίϨʔλ
$IFDLQPJOU .PEFM$IFDLQPJOU • -BUFTUͱ #FTU.FUSJDTͷೋछྨͷ XFJHIUΛอଘͰ͖ΔΑ͏ʹ
͓ΘΓ