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PLAIDにおけるリアルタイム予測基盤
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nichimu
November 06, 2020
Programming
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PLAIDにおけるリアルタイム予測基盤
nichimu
November 06, 2020
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Transcript
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 䛻䛚䛡䜛䝸䜰䝹䝍䜲䝮ண ᇶ┙ ᰴᘧ♫䝥䝺䜲䝗すᮧඃử ̇
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈ ┠ḟ ϫϴ 䛸䛿 Ϭϴ '/$(
ᇶ┙䛻䛾䛫䜛䝰䝕䝹 ϭϴ '/$( ᇶ┙䛻䛴䛔䛶 Ϯϴ 䜎䛸䜑䛸ᚋ䛾ㄢ㢟
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̉ ┠ḟ ϫϴ 䛸䛿 Ϭϴ '/$(
ᇶ┙䛻䛾䛫䜛䝰䝕䝹 ϭϴ '/$( ᇶ┙䛻䛴䛔䛶 Ϯϴ 䜎䛸䜑䛸ᚋ䛾ㄢ㢟
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̊ 䛸䛿
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̋ 䛸䛿
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̌ ┠ḟ ϫϴ 䛸䛿 Ϭϴ '/$(
ᇶ┙䛻䛾䛫䜛䝰䝕䝹 ϭϴ '/$( ᇶ┙䛻䛴䛔䛶 Ϯϴ 䜎䛸䜑䛸ᚋ䛾ㄢ㢟
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̍ ++'$/$*) 䝸䜰䝹䝍䜲䝮ண 䛾Ж⾜ື䛾ุูЗ 䜶䞁䝗䝴䞊䝄䞊 ᳨⣴⏬㠃 Ϯ.
᳨⣴⤖ᯝ⏬㠃 ϫϪ. ᳨⣴⏬㠃 ϲ. ᳨⣴⤖ᯝ⏬㠃 ϰ. 䛖䜎䛟᳨⣴䛷䛝䛶䛔䛺䛔䝴䞊䝄䞊⾜ື ୖグ䛸㢮ఝ䛧䛯䝴䞊䝄䞊⾜ື䜢䝸䜰䝹䝍䜲䝮䛻ุู
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̎ ┠ḟ ϫϴ 䛸䛿 Ϭϴ '/$(
ᇶ┙䛻䛾䛫䜛䝰䝕䝹 ϭϴ '/$( ᇶ┙䛻䛴䛔䛶 Ϯϴ 䜎䛸䜑䛸ᚋ䛾ㄢ㢟
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̏ ᇶ┙ '/$( ᇶ┙䛷⪃䛘䜛䜉䛝ㄢ㢟 ㄢ㢟
Ɣ 䝰䝕䝹 䛾'/ )4䛻䜘䜛 䝅䝇䝔䝮䜈䛾ᝏᙳ㡪 Ɣ ⾜ື䛾⣔ิ䝕䞊䝍䜢ண 䛻⏝ Ɣ ᵝ䚻䛺ᐇ㦂⎔ቃ䛾䝰䝕䝹 Ɣ ᑠேᩘ䛾䝏䞊䝮
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̆ ᇶ┙ '/$( ᇶ┙䛷⪃䛘䜛䜉䛝ㄢ㢟䛾ゎỴ⟇ ㄢ㢟
Ɣ 䝰䝕䝹 䛾'/ )4䛻䜘䜛 䝅䝇䝔䝮䜈䛾ᝏᙳ㡪 Ɣ ⾜ື䛾⣔ิ䝕䞊䝍䜢ண 䛻⏝ Ɣ ᵝ䚻䛺ᐇ㦂⎔ቃ䛾䝰䝕䝹 Ɣ ᑠேᩘ䛾䝏䞊䝮 ゎỴ⟇ Ɣ ౫Ꮡᛶ䜢ప䛟 Ɣ 㐣ཤ䝕䞊䝍䛾# Ɣ *& -$(" 䝧䞊䝇䛾 Ɣ 䝣䝹䝬䝛䞊䝆䝗䛾'*0 -1$ 䜢⏝
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̇ ᇶ┙ '/$( ᇶ┙䛷⪃䛘䜛䜉䛝ㄢ㢟䛾ゎỴ⟇ ㄢ㢟
Ɣ 䝰䝕䝹 䛾'/ )4䛻䜘䜛 䝅䝇䝔䝮䜈䛾ᝏᙳ㡪 Ɣ ⾜ື䛾⣔ิ䝕䞊䝍䜢ண 䛻⏝ Ɣ ᵝ䚻䛺ᐇ㦂⎔ቃ䛾䝰䝕䝹 Ɣ ᑠேᩘ䛾䝏䞊䝮 ゎỴ⟇ Ɣ ౫Ꮡᛶ䜢ప䛟 Ɣ 㐣ཤ䝕䞊䝍䛾# Ɣ *& -$(" 䝧䞊䝇䛾 Ɣ 䝣䝹䝬䝛䞊䝆䝗䛾'*0 -1$ 䜢⏝
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̈ యᵓᡂ యᵓᡂ Ɣ /#ᇶ┙䚸 '/$(
ᇶ┙䚸䝁䜰ᇶ┙䛾䛝䛟ϭ䛴 Ɣ 䜶䞁䝗䝴䞊䝄䞊䛜⾜ື䛩䜛䛤䛸䛻 '/$( ᇶ┙䛻䝕䞊䝍䛜ὶ䜜㎸䜐 QSHIP 106IEPXMQI7]WXIQ 4VIHMGXMSR Ųøí Ôŋŋ /%68)'SVI7]WXIQ øĬôŞŒøŎ IZIRXHEXE 4YF7YF XVEGO +') HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR 10&EXGL7]WXIQ 8VEMR (ITPS] 10TMTIPMRI 4MTIPMRI QSHIPXVEMR 8VEMRMRK (ITPS] )\TIVMQIRX 2SXIFSSO TVIHMGXMSR VIWYPX &MKXEFPI YWIVHEXE &MKXEFPI HEXEGEGLI 7TERRIV EPPHEXE &MKUYIV]
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̉ 䝁䜰ᇶ┙ 䛾䝁䜰ᇶ┙Ж*/ З QSHIP 106IEPXMQI7]WXIQ 4VIHMGXMSR
Ųøí Ôŋŋ /%68)'SVI7]WXIQ øĬôŞŒøŎ IZIRXHEXE 4YF7YF XVEGO +') HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR 10&EXGL7]WXIQ 8VEMR (ITPS] 10TMTIPMRI 4MTIPMRI QSHIPXVEMR 8VEMRMRK (ITPS] )\TIVMQIRX 2SXIFSSO TVIHMGXMSR VIWYPX &MKXEFPI YWIVHEXE &MKXEFPI HEXEGEGLI 7TERRIV EPPHEXE &MKUYIV]
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̊ 䝁䜰ᇶ┙ 2 ++ /%68)'SVI7]WXIQ )0. -
XVEGO +') 䛾䝁䜰ᇶ┙Ж*/ З 䜶䞁䝗䝴䞊䝄䛛䜙䛾 1 )//䜢ཷ䛡ྲྀ䜚䚸䜶䞁䝗䝴䞊䝄䛾≧ ែ䜢ィ⟬䛧䚸≧ែ䛻ᛂ䛨䛯/$*)䜢ϫ. ௨ෆ䛻㏉䛩 ^ HYHQWBQDPHYLHZ V\QFBGDWH³87& NH\V^ DSLBNH\[[[[[[ XVHUBLG\\\\ VHVVLRQBLG\\\\B ` SDJHKWWSVSODLGFRMS YDOXHV^ YLHZ^ WLWOH䝖䝑䝥䝨䞊䝆 YLHZBQDPHWRS V\VWHPBLQIR^ GHYLFHL3KRQH RVL26 ³EURZVHU1DWLYHBL26 ` ` ` VHJPHQWV>³FKHFNHGBSURGXFW$´³VWD\BPLQ´@ ` 1 )// 1 )// /$*) YWIVHEXE &MKXEFPI /$*)
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̋ 䝁䜰ϵ ᇶ┙ 2 ++ /%68)'SVI7]WXIQ )0.
- XVEGO +') 䝁䜰ᇶ┙䛸䛺 ᇶ┙タィ せồ Ɣ ϫ. ௨ෆ䛻䜶䞁䝗䝴䞊䝄䞊䜈/$*)䜢㏉䛩ЖせồϫЗ Ɣ 䝁䜰ᇶ┙䛸 ᇶ┙䜢䛻䛩䜛 Ӡ᥋ྜ㒊ศ䛿௨ୗϬ䛴 Ŷ ண 䛾/-$"" -䛸䛺䜛㒊ศЖせồϬЗ Ŷ ண ⤖ᯝ䜢䛖㒊ศЖせồϭЗ YWIVHEXE &MKXEFPI
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̌ 䝁䜰ϵ ᇶ┙ 2 ++ /%68)'SVI7]WXIQ )0.
- XVEGO +') 䝁䜰ᇶ┙䛸䛺 ᇶ┙タィЖせồϫЗ せồϫ Ɣ ϫ. ௨ෆ䛻/$*)䜢䜶䞁䝗䝴䞊䝄䞊䛻㏉䛩 ゎỴᡭἲ Ɣ ண 䛜ϫ. ௨ෆ䛻⤊䜟䜛ಖド䛜䛷䛝䛺䛔 Ɣ ண ⤖ᯝ䛿๓䛾 1 )/䛷ண ῭䜏䛾⤖ᯝ䜢 䛛䜙䛸䛳䛶䛟䜛 Ж 1 )/Ⓨ⏕Ⅼ䛾ண ⤊䜢ᚅ䛯䛪䛻/$*)䜢 ㏉䛩З 106IEPXMQI 7]WXIQ 4VIHMGXMSR TVIHMGXMSR VIWYPX &MKXEFPI - YWIVHEXE &MKXEFPI
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̍ 䝁䜰ϵ ᇶ┙ 2 ++ /%68)7]WXIQ )0.
- XVEGO +') 䝁䜰ᇶ┙䛸䛺 ᇶ┙タィЖせồϬЗ せồϬ Ɣ 䝁䜰ᇶ┙䛸 ᇶ┙䜢䛻䛩䜛 Жண 䛾/-$"" -䛸䛺䜛㒊ศЗ ゎỴᡭἲ Ɣ 1 )//䛾ཷ䛡Ώ䛧䛻0М0䛷䛝䜛ศᩓ 䜻䝳䞊䜢⏝䛩䜛 Ɣ 䝁䜰ᇶ┙䛷 1 )//䜢+0'$.#䛧䚸 ᇶ┙䛻 .0.-$ -䜢స䜛 106IEPXMQI7]WXIQ 4VIHMGXMSR IZIRXHEXE 4YF7YF 1 )/ / HEXE TVSGIWWMRK (EXEƼS[ YWIVHEXE &MKXEFPI
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̎ 䝁䜰ϵ ᇶ┙ 2 ++ /%68)'SVI7]WXIQ )0.
- XVEGO +') 䝁䜰ᇶ┙䛸䛺 ᇶ┙タィЖせồϭЗ せồϭ Ɣ 䝁䜰ᇶ┙䛸 ᇶ┙䜢䛻䛩䜛 Жண ⤖ᯝ䜢䛖㒊ศЗ ゎỴᡭἲ Ɣ ண ⤖ᯝ䜢ಖᏑ䛩䜛ᑓ⏝䛾䜢⏝ព䛧䚸䝁䜰 ᇶ┙䛾䛻┤᥋᭩䛝㎸䜎䛺䛔 Ɣ 1 )/䛜Ⓨ⏕䛩䜛ẖ䛻ண ⤖ᯝ䜢ಖᏑ䛧䛶䛔䜛 䜢䝁䜰ᇶ┙䛛䜙ㄞ䜏䛻䛔䛝䚸 ᭱᪂䛾ண ⤖ᯝ䜢䝁䜰ᇶ┙䛾䛻᭩䛝㎸䜐 106IEPXMQI7]WXIQ 4VIHMGXMSR TVIHMGXMSR VIWYPX &MKXEFPI - *+4'/ .// YWIVHEXE &MKXEFPI TVIHMGXMSR %4- GPSYH6YR 2-$/
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̇̏ ᇶ┙ '/$( ᇶ┙䛷⪃䛘䜛䜉䛝ㄢ㢟䛾ゎỴ⟇ ㄢ㢟
Ɣ 䝰䝕䝹 䛾'/ )4䛻䜘䜛 䝅䝇䝔䝮䜈䛾ᝏᙳ㡪 Ɣ ⾜ື䛾⣔ิ䝕䞊䝍䜢ண 䛻⏝ Ɣ ᵝ䚻䛺ᐇ㦂⎔ቃ䛾䝰䝕䝹 Ɣ ᑠேᩘ䛾䝏䞊䝮 ゎỴ⟇ Ɣ ౫Ꮡᛶ䜢ప䛟 Ɣ 㐣ཤ䝕䞊䝍䛾# Ɣ *& -$(" 䝧䞊䝇䛾 Ɣ 䝣䝹䝬䝛䞊䝆䝗䛾'*0 -1$ 䜢⏝
䚷䚷䡘䚷䚷χ̈̆̈̆§mX(Xŭē͌ ̈̆̈̆͌̇̇͌̆̌䚷䚷䡘䚷䚷wm²0䚷䚷䡘䚷 ̈̆ ᇶ┙ '/$( ᇶ┙ QSHIP
106IEPXMQI7]WXIQ 4VIHMGXMSR Ųøí Ôŋŋ /%68)'SVI7]WXIQ øĬôŞŒøŎ IZIRXHEXE 4YF7YF XVEGO +') HEXE TVSGIWWMRK (EXEƼS[ GPSYH6YR XVMKKIV 4YF7YF TVIHMGXMSR %4- GPSYH6YR 10&EXGL7]WXIQ 8VEMR (ITPS] 10TMTIPMRI 4MTIPMRI QSHIPXVEMR 8VEMRMRK (ITPS] )\TIVMQIRX 2SXIFSSO TVIHMGXMSR VIWYPX &MKXEFPI YWIVHEXE &MKXEFPI HEXEGEGLI 7TERRIV EPPHEXE &MKUYIV]
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