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
66
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
69
basic of data visualization and d3.js demonstration
muddydixon
0
100
study before deeplearning @YAPC2015
muddydixon
0
97
d3.js demonstration
muddydixon
0
72
data visualization @html5study
muddydixon
0
85
Perl for Visualization@YAPC2013
muddydixon
0
87
Time Series Analysis by JavaScript @LLMatsuri2013
muddydixon
0
97
How to create my own Hadoop MultipleInput@HadoopCodeReading8
muddydixon
0
68
BigDataAnalytics beginning by mongo-hadoop@MongoTokyo2012
muddydixon
0
55
Other Decks in Programming
See All in Programming
CSC305 Summer Lecture 12
javiergs
PRO
0
130
AI時代のドメイン駆動設計-DDD実践におけるAI活用のあり方 / ddd-in-ai-era
minodriven
25
9.4k
SOCI Index Manifest v2が出たので調べてみた / Introduction to SOCI Index Manifest v2
tkikuc
1
110
Kiroの仕様駆動開発から見えてきたAIコーディングとの正しい付き合い方
clshinji
1
180
Oracle Database Technology Night 92 Database Connection control FAN-AC
oracle4engineer
PRO
1
340
Updates on MLS on Ruby (and maybe more)
sylph01
1
160
Honoアップデート 2025年夏
yusukebe
1
880
コンテキストエンジニアリング Cursor編
kinopeee
1
730
モバイルアプリからWebへの横展開を加速した話_Claude_Code_実践術.pdf
kazuyasakamoto
0
290
TDD 実践ミニトーク
contour_gara
1
260
The Past, Present, and Future of Enterprise Java
ivargrimstad
0
250
詳解!defer panic recover のしくみ / Understanding defer, panic, and recover
convto
0
200
Featured
See All Featured
Put a Button on it: Removing Barriers to Going Fast.
kastner
60
4k
The Illustrated Children's Guide to Kubernetes
chrisshort
48
50k
Evolution of real-time – Irina Nazarova, EuRuKo, 2024
irinanazarova
8
900
The Pragmatic Product Professional
lauravandoore
36
6.8k
Making the Leap to Tech Lead
cromwellryan
134
9.5k
ピンチをチャンスに:未来をつくるプロダクトロードマップ #pmconf2020
aki_iinuma
126
53k
Imperfection Machines: The Place of Print at Facebook
scottboms
268
13k
A Modern Web Designer's Workflow
chriscoyier
696
190k
[Rails World 2023 - Day 1 Closing Keynote] - The Magic of Rails
eileencodes
36
2.5k
Building an army of robots
kneath
306
46k
Visualizing Your Data: Incorporating Mongo into Loggly Infrastructure
mongodb
48
9.7k
Being A Developer After 40
akosma
90
590k
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