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
49
Time Series Prediction@JubatusCasualTalk2
muddydixon
March 28, 2023
Tweet
Share
More Decks by muddydixon
See All by muddydixon
basic of data visualization and d3.js demonstration
muddydixon
0
80
study before deeplearning @YAPC2015
muddydixon
0
74
d3.js demonstration
muddydixon
0
55
data visualization @html5study
muddydixon
0
48
Perl for Visualization@YAPC2013
muddydixon
0
57
Time Series Analysis by JavaScript @LLMatsuri2013
muddydixon
0
57
How to create my own Hadoop MultipleInput@HadoopCodeReading8
muddydixon
0
47
BigDataAnalytics beginning by mongo-hadoop@MongoTokyo2012
muddydixon
0
39
Honeymoon between MongoDB and Hadoop@MongoStudy7
muddydixon
0
53
Other Decks in Programming
See All in Programming
デフォルトにして至高、RubyMineの大好きな所
ruzia
0
470
Site Reliability Engineering for GMO
pyama86
8
1.1k
Zero Waste, Radical Magic, and Italian Graft – Quarkus Efficiency Secrets
hollycummins
0
230
dbtのドメイン分割による データ基盤の改善とDigdagとの連携
sakama
0
370
TYPO3 v13 – The road to LTS: What's new and new APIs
luisasofie_xoxo
0
210
ゆるい個人開発のススメ
kuroppe1819
10
1k
GitHub Actionsで泣かないためにやっておきたい設定 / Recommended GHA settings to avoid crying
pinkumohikan
3
540
CA.swift19 恋するAIアプリ開発の裏側
oskmr
0
370
Snowflakeで眠ったデータを起こそう!
estie
0
120
使ってみよう Azure AI Document Intelligence
kosmosebi
2
330
OpenAPIを中心に考えるAPI開発入門 / Introduction to API Development with a Focus on OpenAPI
seike460
PRO
2
170
PHPの次期バージョンはこの時期どうなっているのか - Internalsの開発体制について - PHPカンファレンス小田原
youkidearitai
PRO
1
190
Featured
See All Featured
How GitHub Uses GitHub to Build GitHub
holman
468
290k
ParisWeb 2013: Learning to Love: Crash Course in Emotional UX Design
dotmariusz
104
6.6k
It's Worth the Effort
3n
180
27k
Producing Creativity
orderedlist
PRO
337
39k
Agile that works and the tools we love
rasmusluckow
325
20k
Large-scale JavaScript Application Architecture
addyosmani
504
110k
Stop Working from a Prison Cell
hatefulcrawdad
266
19k
From Idea to $5000 a Month in 5 Months
shpigford
377
45k
A better future with KSS
kneath
231
16k
実際に使うSQLの書き方 徹底解説 / pgcon21j-tutorial
soudai
122
39k
The Cost Of JavaScript in 2023
addyosmani
16
3.9k
Designing the Hi-DPI Web
ddemaree
276
33k
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