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
Time Series Prediction@JubatusCasualTalk2
Search
muddydixon
March 28, 2023
Programming
0
58
Time Series Prediction@JubatusCasualTalk2
muddydixon
March 28, 2023
Tweet
Share
More Decks by muddydixon
See All by muddydixon
企業と勉強会
muddydixon
0
45
basic of data visualization and d3.js demonstration
muddydixon
0
84
study before deeplearning @YAPC2015
muddydixon
0
83
d3.js demonstration
muddydixon
0
58
data visualization @html5study
muddydixon
0
58
Perl for Visualization@YAPC2013
muddydixon
0
64
Time Series Analysis by JavaScript @LLMatsuri2013
muddydixon
0
68
How to create my own Hadoop MultipleInput@HadoopCodeReading8
muddydixon
0
56
BigDataAnalytics beginning by mongo-hadoop@MongoTokyo2012
muddydixon
0
44
Other Decks in Programming
See All in Programming
PHP でアセンブリ言語のように書く技術
memory1994
PRO
1
150
From Subtype Polymorphism To Typeclass-based Ad hoc Polymorphism- An Example
philipschwarz
PRO
0
180
Progressive Web Apps für Desktop und Mobile mit Angular (Hands-on)
christianliebel
PRO
0
110
『ドメイン駆動設計をはじめよう』のモデリングアプローチ
masuda220
PRO
8
470
外部システム連携先が10を超えるシステムでのアーキテクチャ設計・実装事例
kiwasaki
1
240
Kaigi on Rails 2024 - Rails APIモードのためのシンプルで効果的なCSRF対策 / kaigionrails-2024-csrf
corocn
5
3.5k
Tuning GraphQL on Rails
pyama86
2
1.1k
リリース8年目のサービスの1800個のERBファイルをViewComponentに移行した方法とその結果
katty0324
5
3.8k
カラム追加で増えるActiveRecordのメモリサイズ イメージできますか?
asayamakk
4
1.7k
Kubernetes for Data Engineers: Building Scalable, Reliable Data Pipelines
sucitw
1
200
カスタムしながら理解するGraphQL Connection
yanagii
1
1.3k
色々なIaCツールを実際に触って比較してみる
iriikeita
0
290
Featured
See All Featured
Intergalactic Javascript Robots from Outer Space
tanoku
268
27k
RailsConf 2023
tenderlove
29
880
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
irinanazarova
4
320
Practical Orchestrator
shlominoach
186
10k
How to Create Impact in a Changing Tech Landscape [PerfNow 2023]
tammyeverts
46
2.1k
Side Projects
sachag
452
42k
Facilitating Awesome Meetings
lara
49
6.1k
The Psychology of Web Performance [Beyond Tellerrand 2023]
tammyeverts
41
2.2k
Happy Clients
brianwarren
97
6.7k
How to train your dragon (web standard)
notwaldorf
88
5.7k
[RailsConf 2023 Opening Keynote] The Magic of Rails
eileencodes
28
9.1k
Optimising Largest Contentful Paint
csswizardry
33
2.9k
Transcript
.VMUJQMF4FBTPOBM )PMU8JOUFST ͷհͱ ࣌ܥྻ༧ଌΛ࣮ʹ ద༻͢Δͱ͖ͷ՝ͷڞ༗ !NVEEZEJYPO
ࣗݾհ χϑςΟΫϥυͷதͷώτ ͍ͬͯͩ͘͞ $3044ͷதͷώτ ͓ӽ͍ͩ͘͠͞ མͪண͖ͳ͘৭ʑ͍ͬͯ·͢ NPOHPIBEPPQ /PEFKT )5.- qVFOUQMVHJO
EBUBDBMDVMBUPScpMUFSc BOPNBMZEFUFDU
ϝχϡʔ qVFOUQMVHJOBOPNBMZEFUFDU )PMU8JOUFST֓ཁ 4JNQMF8FJHIUFE.PWJOH"WFSBHF &YQPOFOUJBM4NPPUIJOH )PMU8JOUFSTTFBTPOBMNFUIPE .VMUJQMF4FBTPOBM)PMU8JOUFSTFYUFOET%VBM 4FBTPOBM (PVME
.VMUJQMF4FBTPOBM)PMU8JOUFST ࣮ͱσϞ
qVFOUQMVHJO BOPNBMZEFUFDU ओʹ ࣌ܥྻσʔλΛೖྗ͠ɺ࣌ܥྻσʔλʹ͓ ͚Δೖྗσʔλͷੜى֬Λܭࢉ͠ɺग़ྗ͢Δ qVFOUͷQMVHJO ɿύϥϝλ͕ηοςΟϯά͕͍͠Ͱ͢
$IBOHF'JOEFS ༧ଌϞσϧΛ࡞͠ɺ࣮ࡍͷೖྗ͕ൃੜ͢Δ֬ 㲍ଛࣦɾείΞʹ͠ɺҟৗͷ߹͍ΛٻΊΔ IUUQXXXTMJEFTIBSFOFUZPLLVOTUPLZPS
ʮ݄ʹԿճ͘Β͍ʯͬͯௐͰ͖Δ͔ ʮҟৗҟৗͳͷͰʯҎ্ͳΒԿͰɾɾɾ
ࢀߟਤॻ
None
)PMU8JOUFST֓ཁ Ҡಈฏۉ๏ͷͻͱͭͷࢦฏԽ๏ FYQPOFOUJBM TNPPUIJOH ʹରͯ͠قઅੑɾपظੑͷ֓೦Λಋೖͨ͠ख๏ USJQMFFYQPOFOUJBMTNPPUIJOHͱ͍͏ ! ݁ہҟৗݕ༧ଌϞσϧʹରͯ͠ͷ֎Ε߹͍Λܭࢉ͢ ΔͷͰɺΑΓਫ਼ͷߴ͍༧ଌϞσϧ͕ඞཁʹͳΔ ͦͷϞσϧʹ੍͕͋ͬͨͱͯ͠ɺ੍Լͷ݅Ͱద
༻͢ΕΑ͍ ྫɿपظੑͳͲ )PMU8JOUFST༧ଌʹར༻Ͱ͖ΔͻͱͭͷΞϧΰϦζϜ 33%5PPMͰར༻͞Ε͍ͯΔ
None
͍Ͳ͜Ζ αʔόϦιʔεͷਪఆ ۙͷ͚ͩͰͳ͘աڈͷपظੑΛݩʹ ਪఆ͢Δ ྫ͑ઌ݄ɺྫ͑ࡢ ҟৗ͕ͦͷ··Ε͍͔ͯͳ͍͔ΛΔ ചΓ্͛ͷࡏݿཧ ചΕΔपظͷ༧ଌϞσϧΛݩʹೖΕ
ͬ͘͟Γ ܥྻͷཁҼΛͭʹ͚Δ ϕʔεϥΠϯ τϨϯυ قઅੑ ্هͭΛͬͯN࣌ࠁઌ ͷ༧ଌ͕Ͱ͖Δʂ
ͪͳΈʹˠͷTUM&54͔ "3*."ΛͬͯΔ &54͍ΘΏΔฏԽ QMPU TUM 6,HBT TXJOEPXlQFSz
4JNQMF8FJHIUFE .PWJOH"WFSBHF Ҡಈฏۉɿ"3*.""3*."ͷʮ."ʯ ʮকདྷͷաڈͷLݸͷͰදݱͰ͖ΔΑʂʯ ͱ͍͏Ϟσϧ 4JNQMF." ! 8FJHIUFE."
&YQPOFOUJBM4NPPUIJOH ೖྗͱલ࣌ؒͷฏԽΛύϥϝλЋͰͳΒͯ͠ ͍͘ Ћ͕େ͖͚Εೖྗʹײ͕ߴ͘ɺখ͚͞Ε ΑΓฏԽ͞ΕΔ N࣌ࠁޙͷ༧ଌ
%PVCMF&YQPOFOUJBM 4NPPUIJOH ༧ଌΛϕʔεϥΠϯͱτϨϯυʹղͯ྆͠ऀ ΛࢦฏԽ T@UϕʔεϥΠϯɺC@UτϨϯυ ࣌ࠁNޙͷ༧ଌ
5SJQMF&YQPOFOUJBM 4NPPUIJOH قઅੑ ִؒ- ΛՃຯͨ͠ࢦฏԽ Ϟʔυͭ NVMUJQMJDBUJWF BEEJUJWF قઅੑ͕ʮൺʯͷ࣌NVMUJQMJDBUJWFɺʮઈ ରྔʯͷ࣌BEEJUJWF
5SJQMF&YQPOFOUJBM4NPPUIJOHΛ)PMU8JOUFST NFUIPEͱݺͿ
5SJQMF&YQPOFOUJBM 4NPPUIJOH قઅੑ ִؒ- ΛՃຯͨ͠ࢦฏԽ ߋ৽ࣜ
֓೦ ϕʔεϥΠϯɿҠಈฏۉ τϨϯυɿۙͰ্Γ͔ԼΓ͔ قઅੑɿपظతͳҠಈฏۉ ઌʑ݄͜͏ͩͬͨɺઌ݄͜͏ͩͬͨɺࠓ݄ ɾɾɾ ࢀߟɿ4FBTPOBM"3*."
%PVCMF4FBTPOBM )PMU8JOUFST 5BZMPS ͭͷقઅੑΛՃຯͨ͠Ϟσϧ ैདྷͷ)8"3*."ΑΓྑ͍༧ଌ
ͱ͍͍ͭͭͦ͏Ͱͳ͍ͷͰ"3 ͰޡࠩͷӨ ڹΛՃຯͨ͠Βྑ͘ͳͬͨΑʂ
ޙ ͷ༧ଌ
.VMUJQMF4FBTPOBM )PMU8JOUFST (PVME .VMUJQMFͱ͍͍ͭͭɺ5BZMPS ͷ%4ͷந ԽΛߦͬͨϞσϧ ݁ہͭͷपظੑͷΈ
͔ͭຐज़తͳύϥϝλ ݄ʙɺۚɺɺΛ· ͱΊΑ͏ʂͱ͔ ͕ೖͬͯΔ ͨͩɺ༧ଌʹඞཁͳมࣗମͷݮͰ͖Δ
ਅͷ .VMUJQMF4FBTPOBM )PMU8JOUFST MݸͷقઅੑΛՃຯͨ͠Ϟσϧ ࣗݾ૬͔ؔؔΒٻ·ΔϐʔΫΛपظੑͱͯ͠ར༻ ਪఆʹඞཁͳύϥϝλଟ͍ɾɾɾ
قઅੑຖͷฏԽύϥϝλͷϑΟοςΟϯά ඞཁ
EFNP
࣮ద༻্ͷ՝ YY9ͱ͍͏ܗ͔ࣜΓͰͳ͍ पظੑΛͲͷΑ͏ʹநग़͢Δ͔ 4FBTPOBMJUZΛഁյ͢ΔཁҼ ݄ͱ͍͏ࠔͬͨ֓೦ ˠྫɿڅྉ ୈ9݄༵ͱ͍͏ࠔͬͨ֓೦ˠྫɿਓͷ
࢛ظͱ͍͏ࠔͬͨ֓೦ ͏Δ͏ͱ͍͏ࠔͬͨ֓೦ ղܾํ๏ قઅੑύϥϝλΛٵऩ͢Δϥούϝιου D@\J U N-@J^ʹରͯ͠ʮຖ݄ʯΛٻΊΔͱ͔
࣮͍ͨ͠ͱࢥ͍ͬͯΔ͜ͱ ύϥϝλͷׂ
िؒ Ծʹपظੑ͕ ࣌ ؒ࣌ ि ༵ۚ ݄ୈ Ұू ͰݟΒΕͨ ߹ɺ͜ΕΛશ෦ Έࠐ͏ͱࢥ͏ ͱͷ ཤྺ ύ ϥϝλΛ࣋ͨͳ͚ ΕͳΒͳ͍ ͜ΕΛ݄ɾࣣ༵ɾ ࣌ؒຖʹ࣋ͪɺͦ ΕΒΛD@Jͱͯ͠ ܭࢉ͢Δ ͜͜Λ ਪఆ͍ͨ͠
ࢀߟจݙ 'PSFDBTUJOH5JNF4FSJFTXJUI.VMUJQMF4FBTPOBM 1BUUFSOT &VSPQFBO+PVSOBMPG0QFSBUJPOBM3FTFBSDI r 1IJMMJQ((PVME "OOF#
,PFIMFS ,FJUI0SE 3BMQI%4OZEFS 3PC+)ZOENBO BOE'BSTIJE7BIJE"SBHIJ 4IPSUUFSNFMFDUSJDJUZEFNBOEGPSFDBTUJOHVTJOHEPVCMF TFBTPOBMFYQPOFOUJBMTNPPUIJOH +PVSOBMPG0QFSBUJPOBM 3FTFBSDI4PDJFUZ r +BNFT85BZMPS 5FYUT &YQPOFOUJBMTNPPUIJOH IUUQTXXXPUFYUTPSH GQQ
એ ࠾༻ืूதͰ͢ Ϋϥυͷσʔλ͋Γ·͢ ݱࡏɺԾɾཧͷো༧ଌҟৗՕॴಛఆ ͷਝԽɺΞϥʔτɺࣗಈରԠͷ४උத ύʔτφʔاۀͷσʔλ͋Γ·͢ ࣾͷσʔλΛಗ໊Խͯ͠ղੳɾ༧ଌɺ݁Ռ ͷՄࢹԽΛߦ͍ɺചΓ্্͛ͷͨΊͷγε ςϜΞϧϑΝఏڙ
એ !TMB͞ΜʹΑΔηογϣϯ͋Γ·͢ $3044͓ӽ͍ͩ͘͠͞ ྫฒΈʹνέοτ͕ചΕ͍ͯ·ͤΜ
Πϕϯτ֓ཁ