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最速でAI機能をリリースする技術 Repro tech meetup4
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taiSon
November 06, 2018
Technology
2
1.8k
最速でAI機能をリリースする技術 Repro tech meetup4
taiSon
November 06, 2018
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Transcript
!UBJTPO 剑鸞ד "*堣腉ٔٔ٦أׅ䪮遭 䎃剢傈 3FQSP5FDI.FFUVQ
!UBJTPO 8IPBN* • ➙❁ 㣕㸹ְתְ ְֲ • UXJUUFS!UBJTPO •
(JUIVCUBJ4PO IUUQTHJUIVCDPNUBJ4PO • 3FQSP*OD3FQSP"*-BCT • 㣐㷕ر٦ة؟؎ؒٝأ • 爡⠓➂اؿزؐؑ،ؒٝآص، ։ فٗآؙؑزوط٦آٍ • 馯1SJNF 7JEFP ד僥歗 ,JOEMFד铣剅
!UBJTPO 3FQSP • 63-IUUQTSFQSPJP • ٌغ؎ٕ،شٔذ؍ؙأ٥و٦؛ذ؍ؚٝ؟٦ؽأ
!UBJTPO 3FQSP • 63-IUUQTSFQSPJP • ٌغ؎ٕ 8&# ،شٔذ؍ؙأ٥و٦؛ذ؍ؚٝ؟٦ؽأ
!UBJTPO 3FQSP"*-BCT • 63-IUUQTSFQSPJP • ٌغ؎ٕ 8&# ،شٔذ؍ؙأ٥و٦؛ذ؍ؚٝ؟٦ؽأ
!UBJTPO 3FQSP"*-BCT • 63-IUUQTSFQSPJP • ٌغ؎ٕ 8&# ،شٔذ؍ؙأ٥و٦؛ذ؍ؚٝ؟٦ؽأ
!UBJTPO 3FQSP"*-BCT • 63-IUUQTSFQSPJP • ٌغ؎ٕ 8&# ،شٔذ؍ؙأ٥و٦؛ذ؍ؚٝ؟٦ؽأ
!UBJTPO 3FQSP"*-BCT • ،فٔךⵃ欽װֲזِ٦ؠ٦חفحءُ鸐濼鷏ְ • 4NBSU "VEJFODF˳ ثٍ٦ٝ✮庠
堣腉ٔٔ٦أ׃ת׃ • ،فٔךⵃ欽װֲזِ٦ؠ٦✮庠
!UBJTPO 3FQSP"*-BCT • 剢 3FQSP"*-BCT鏣甧 • 剢 4NBSU"VEJFODF˳ ثٍ٦ٝ✮庠堣腉ٔٔ٦أ
鵚傈فٖأٔٔ٦أ
!UBJTPO 3FQSP"*-BCT • 剢 ثٍ٦ٝ✮庠ךفٗآؙؑز㨣 • 剢 ثٍ٦ٝ✮庠堣腉ך涪㨣 •
剢 ث٦ي杝甧せ • 剢 3FQSP"*-BCT鏣甧 • 剢 4NBSU"VEJFODF˳ ثٍ٦ٝ✮庠堣腉ٔٔ٦أ 鵚傈فٖأٔٔ٦أ • 㹋כ⼱䎃ְַַֻ˘剑鸞הַ鎉גְׅתׇ˘
!UBJTPO 剑鸞湡䭷׃ג "*堣腉ٔٔ٦أ׃鑧 䎃剢傈 3FQSP5FDI.FFUVQ
!UBJTPO 剑鸞湡䭷׃ג "*堣腉ٔٔ٦أ׃鑧 • כזֿׅה • "* 堣腉ٔٔ٦أׅהְֲֿהծַֿה •
鹌גְֻ♳דװֿהծֿ֮ה • כזׁזְֿה • 堣唒㷕统ך،ٕ؞ٔؤيך鑫鍑 • 穠锷ծٔٔ٦أכדֹ • "*堣腉אֻԒ הזהֹחֿז㣟侁֮הְֲ鑧
!UBJTPO "* 堣腉ٔٔ٦أׅהְֲֿה
!UBJTPO "* 堣腉ٔٔ٦أׅהְֲֿה • ♧菙涸ז 8&#،فٔ؛٦ءّٝך堣腉涪
!UBJTPO "* 堣腉ٔٔ٦أׅהְֲֿה • "* 堣腉ך涪
"$ '#* "$ *) & #,! %(+ POC
!UBJTPO "* 堣腉ٔٔ٦أׅהְֲֿה • "* 堣腉ך涪 • ⽃秪חװֿהָ㢳ְהַ 䠐㢩ה鎉⿹ׁגזְ״ֲח䠬ֽׄו˘
"$ '#* "$ *) & #,! %(+ POC
!UBJTPO "* 堣腉ٔٔ٦أׅהְֲֿה • װֿהָ㢳ְծהְֲֿהכ • أذ٦ؙمٕت٦ꟼ⤘罏ָ㢳ְ • أةحؙ䪮遭װ濼גֶֻץֹֿהָ㢳ְ
• החַֻنزٕطحָؙ涪欰׃װְׅ
!UBJTPO "* 堣腉ٔٔ٦أׅהְֲֿה • װֿהָ㢳ְծהְֲֿהכ • أذ٦ؙمٕت٦ꟼ⤘罏ָ㢳ְ • أةحؙ䪮遭װ濼גֶֻץֹֿהָ㢳ְ
• החַֻنزٕطحָؙ涪欰׃װְׅ
!UBJTPO "* 堣腉ٔٔ٦أׅהְֲֿה POC
#" " #!# • װֿה #
!UBJTPO "* 堣腉ٔٔ٦أׅהְֲֿה !
; CS / CRM < "36(:*48 %8+1" ":&.'0 $825%8+1" • أذ٦ؙمٕت٦ 4BB4 /:-)$%8.#,0 ML Ops POC $8259/:-27: "36:(:*48 /:-9
!UBJTPO "* 堣腉ٔٔ٦أׅהְֲֿה .6$"
KPI -5:/7: ;Rails / Vue.js< SQL (DB) +'&7:- 6: ,!*")08 PMF • أةحؙ 4BB4 43#/ POC 8-29(:%-6: .3:: 18 (:% 9
!UBJTPO "* 堣腉ٔٔ٦أׅהְֲֿה • װֿהָ㢳ְծהְֲֿהכ • أذ٦ؙمٕت٦ꟼ⤘罏ָ㢳ְ • أةحؙ䪮遭װ濼גֶֻץֹֿהָ㢳ְ
• החַֻنزٕطحָؙ涪欰׃װְׅ ̔♨㻝ח鍑寸ׅ
!UBJTPO 鹌גְֻ♳דװֿה
!UBJTPO 鹌גְֻ♳דװֿה • أذ٦ؙمٕت٦ך鯥דװֿה • أةحؙך鯥דװֿה
!UBJTPO 鹌גְֻ♳דװֿה ! ;
CS / CRM < "36(:*48 %8+1" ":&.'0 $825%8+1" • ✲噟ⴓ匿 /:-)$%8.#,0 ML Ops POC $8259/:-27: "36:(:*48 /:-9
!UBJTPO 鹌גְֻ♳דװֿה • ✲噟ⴓ匿穗㌀㾴٥✲噟顑⟣罏 • 䧭卓ؽآطأ؎ٝػؙز然钠ׅ • ˑכ "*דװֿהזךַ˒
• 堣腉⻉׃הֹ䧭卓ד鑧ׅ • 劍䖉⦼锃侭ךךؿ؍٦سغحؙכ㹀劍涸ח • 剑㼭ד䧭卓ָ⳿ׇֿהծ堣腉⻉דֹֿהחֿ • ֿך䧭卓כ➙䖓ꟼ⤘罏ך湡垥חז ̔ .71
!UBJTPO 鹌גְֻ♳דװֿה • ✲噟ⴓ匿 ֿ֮ה • ر٦ةⴓ匿 ➂
• 䊨侧ַַ׃ծ礵䏝넝ֻזְ • ➂ָ鋅קֲָ傍ֻי ̔➂ָⴻ倖ׅؿٗ٦ח
!UBJTPO 鹌גְֻ♳דװֿה • 3FQSP"*-BCT䪮遭곁㉏ ⚥㿊䗰㣕ׁ • ر٦ة؟؎ؒٝذ؍أز균䧭铣劤 ؽآطأ崞欽箟 畍
• IUUQTHJIZPKQEQFCPPL
!UBJTPO 鹌גְֻ♳דװֿה ! ;
CS / CRM < "36(:*48 %8+1" ":&.'0 $825%8+1" • 10$ /:-)$%8.#,0 ML Ops POC $8259/:-27: "36:(:*48 /:-9
!UBJTPO 鹌גְֻ♳דװֿה • 10$$4٥$3.٥곁㹏 • 噟椚鍑ה⥋걾ꟼ⤘ך圓眠 • 噟חֶֽ䧭卓ה곁㹏ًٔحزך䲿爙ָ䗳갭 •
⦜ז㹋꿀噟فٗإأח穈鴥䗳銲ָ֮ • 兛媮ךٖه٦ز⡲䧭זו鸐ׄ噟椚鍑٥⥋걾ꟼ⤘圓眠 • ٖه٦زכ劤颵涸ז铬겗鍑寸דכזְהֹ㢳ְָ˘ • 㹋ꥷח実גְ䭷垥ծفٗإأ鑧ׇ
!UBJTPO 鹌גְֻ♳דװֿה • 10$ ֿ֮ה • מׅٖه٦زװر٦ة⳿⸂ך⣛걾「ֽתֻ
• 䬐䔲罏ה곁㹏הׁחِ٦ؠ٦ךꟼ⤘ #UP#UP$ • فحءُꂁ⥋儗剑黝⻉ ̔儗הַ傍劉ח鷏 • ⱄ♲㹋꿀׃ג穠卓ָ⳿זְ˘ • 䠬闐 !
!UBJTPO 鹌גְֻ♳דװֿה ! ;
CS / CRM < "36(:*48 %8+1" ":&.'0 $825%8+1" • ؎ٝؿٓ㛇湍٥ر٦ةؿٗ٦ /:-)$%8.#,0 ML Ops POC $8259/:-27: "36:(:*48 /:-9
!UBJTPO 鹌גְֻ♳דװֿה • ؎ٝؿٓ㛇湍٥ر٦ةؿٗ٦،٦ؗذؙز٥؎ٝؿٓؒٝآص، • ر٦ةװ㛇湍ךⰋ⡤䠬湱锑׃ծ ꧊ؿٗ٦然甧ׅ • ر٦ةךⰻ㺁װ➙䖓ך倯ぢ䚍ח㼎ׅ椚鍑 •
㛇湍חꟼׅ椚鍑 • نزٕطحָؙ֮ז♧殢剑ⴱח鍑寸׃גֶֻץֹה䙼ֲ • ✲噟ⴓ匿ךة؎ىַؚٝر٦ةכ䗳銲 • ر٦ةך ꧊ ̔ⴓ匿ך鸞䏝ָفٗإأךⰋגח䕦갟ׅ
!UBJTPO 鹌גְֻ♳דװֿה • ؎ٝؿٓ㛇湍٥ر٦ةؿٗ٦ ֿ֮ה • ر٦ةכזתךծ圓鸡⫘ぢꆀ㢌ٔأָؙ֮ •
8&#㼎䘔 ̔ر٦ةꆀָ⦓桦سׁٝח⦓ • (%13 ! ̔⥂㶷דֹזְծ嶊ׁזֹׯְֽזְ • ֮ה倜鋉涪דذ٦ـٕ׀ה⢪זֻזזו • 㛇湍זתךծ㢌 • 秈٠剢ְֻד $BTTBOESB㼪Ⰵ
!UBJTPO 鹌גְֻ♳דװֿה ! ;
CS / CRM < "36(:*48 %8+1" ":&.'0 $825%8+1" • ،فٔ٦؛٦ءّٝ涪 /:-)$%8.#,0 ML Ops POC $8259/:-27: "36:(:*48 /:-9
!UBJTPO 鹌גְֻ♳דװֿה • ،فٔ٦؛٦ءّٝ涪،فٔ٦؛٦ءّٝؒٝآص، • דֹֽ䎁幧׃֮זְ鏣鎘 • 傀㶷ך،فٔ؛٦ءّٝהדֹֽ毙חׅ •
וַדؒٓ٦ָ涪欰׃ג晙倯ָأزحف׃זְ • 㹋鄲⚛遤ד鹌
!UBJTPO 鹌גְֻ♳דװֿה • ،فٔ٦؛٦ءّٝ涪 ֿ֮ה • ؿ؋؎ٕװذ٦ـٕד䖉さׇ •
ر٦ةؿٗ٦#2̔ ✮庠غحث • ،فٔ٦؛٦ءّٝ)JWF 4 ̒✮庠穠卓 • ،فٔ؛٦ءّٝ涪ث٦يח⼿⸂ֶ격ְ׃ • ٗ٦سوحفװ⦐➂湡垥㢌䳔׃ג㼎䘔 • 䠬闐 !
!UBJTPO 鹌גְֻ♳דװֿה ' CS / CRM (
$&"% % & %#% • ꅾ銲זךכ铩ָוֲ㙵ַ • 䧭卓ך钠陎䲧ִגծ⼿⸂⡤ⵖ圓眠׃גְֻֿה &% ML Ops ※ !&
!UBJTPO 鹌גְֻ♳דװֿה • أذ٦ؙمٕت٦ך鯥דװגְֿה • أةحؙך鯥דװגְֿה
!UBJTPO 鹌גְֻ♳דװֿה • 䗳銲ז濼陎ך㙵倯٥劤 • ٔٔ٦أ⸇鸞ׅأةحؙך稱➜ • "844BHF.BLFS •
($1%BUBQSPD $PNQPTFS "JSGMPX • ➙㔐כⶴ䠥׃תׅ˘
!UBJTPO תה
!UBJTPO תה • החַֻ "*ך堣腉涪כװֿהָ㢳ְ • 稢ְַ礵䏝װ،ٕ؞ٔؤيדכזֻ䧭卓ؽآطأ؎ٝػؙز • 䧭卓ך钠陎䲧ִծ⼿⸂׃גنزٕطحؙאע׃גְֻ
• הְֲ䠬ׄד堣腉ٔٔ٦أ׃ת׃ ! • IUUQTEPDTSFQSPJPKBEBTICPBSEDBNQBJHOBVEJFODFIUNMTNBSUBVEJFODF • ➙䖓剑鸞ד "*堣腉ٔٔ٦أ׃גְְֹ
!UBJTPO תה • החַֻ "*ך堣腉涪כװֿהָ㢳ְ • 稢ְַ礵䏝װ،ٕ؞ٔؤيדכזֻ䧭卓ؽآطأ؎ٝػؙز • 䧭卓ך钠陎䲧ִծ⼿⸂׃גنزٕطحؙאע׃גְֻ
• הְֲ䠬ׄד堣腉ٔٔ٦أ׃ת׃ ! • IUUQTEPDTSFQSPJPKBEBTICPBSEDBNQBJHOBVEJFODFIUNMTNBSUBVEJFODF • ➙䖓剑鸞ד "*堣腉ٔٔ٦أ׃גְְֹ
!UBJTPO תה • 8&"3&)*3*/( • IUUQTXXXXBOUFEMZDPNDPNQBOJFTSFQSP
!UBJTPO תה • 艎ֻֻגתׅ