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AmazonPersonalize活用事例(cyma導入事例)_Ateam Inc.
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Ateam Holdings Co., Ltd.
July 17, 2019
Technology
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AmazonPersonalize活用事例(cyma導入事例)_Ateam Inc.
Ateam Holdings Co., Ltd.
July 17, 2019
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Transcript
吳䒭⠓爡ؒ؎ث٦ي DZNBך㼪Ⰵ✲⢽ ։"NB[PO1FSTPOBMJ[Fعٝؤؔٝ٥إىش٦։
h"UFBN *OD 荈䊹稱➜ 吳䒭⠓爡ؒ؎ث٦يٓ؎ؿأة؎ٕ 㛁遤䕵㆞ 71P& 菹馉 姻㸩
!LPQVH 䎃חؒ؎ث٦ي 䪮遭涪鿇חⰅ爡կ ך䖓ٕٓ٦ٝ✲噟ծؒٝة٦ذ؎ًٝٝز✲噟劤鿇ךًر؍،؟٦ؽأ✲噟 穗גծ䎃חؒ؎ث٦يٓ؎ؿأة؎ٕך㛁遤䕵㆞$50ח㽟⟣կ 䎃חؒ؎ث٦يٓ؎ؿأة؎ٕך 71PG&OHJOFFSJOHח㽟⟣׃ծ植㖈כؒ ؎ث٦ي &$✲噟劤鿇ך䪮遭顑⟣罏ה׃גDZNBח+0*/կ
h"UFBN *OD 湡如 ✲噟ך稱➜ "NB[PO1FSTPOBMJ[F鼅椚歋
㼪Ⰵ䧭卓 תה
h"UFBN *OD 湡如 ✲噟ך稱➜ "NB[PO1FSTPOBMJ[F鼅椚歋
㼪Ⰵ䧭卓 תה
㣐せ〢㾊ؽٕجؚٝ ㅷ䊛؎٦أزٙٝةٙ٦ 哅歊ꢻ䚈ؽٕ 秵♷⽆㢳⚥㣛ؽٕ ⠓爡嚊銲 爡せ 吳䒭⠓爡ؒ؎ث٦ي 鏣甧 䎃剢傈
劤爡䨽㖈㖑 䠥濼源せ〢㾊䋐 㣐せ〢㾊ؽٕجؚٝ' 䬿挿 匌❨٥㣐ꢻ٥状䀤 吳䒭Ⱅ䋐㜥 匌鏾♧鿇 爡㆞侧 せ䎃剢傈植㖈 㡰♳넝 ⭙ⰼ䎃剢劍 鸬穠㶨⠓爡侧 爡㕂ⰻ爡ծ嵲㢩爡
و٦؛حز 荈⹛鮦 ًر؍ٕؕ٥قٕأ؛، ♶⹛欵 ٓ؎ؿ؎كٝز ꆃ輐 ؒٝة٦ذ؎ًٝٝز 嶊顤頿 ➂勞
ؒ؎ث٦يכ؎ٝة٦طحز鯥ח✲噟遤ֲ筨さ*5⟰噟דׅ *5 طحز䪮遭٥؟٦ؽأ ًر؍، 䎢デ ؝ٝذٝخ *P5 &$ "* فٓحزؿؓ٦ي "3٥73 ٥ ٥ ٥ ٥ ٥ ٥
ؒ؎ث٦يך䲿⣘؟٦ؽأ
ؒ؎ث٦يך䲿⣘؟٦ؽأ
h"UFBN *OD չ؟؎وպך׀稱➜ 荈鯄鮦㼔 鸐顋؟؎ز 《䪔ְ荈鯄鮦珏겲⟃♳
㼔㾩侭⪒㡦ָ侭⪒ծּׅח⛦朐䡾ד荈㸓תדꂁ鷏 傈劤剑㣐秷ך荈鯄鮦㼔鸐顋؟؎ز 僴䎃䏝ך㡰♳넝כ秈⭙ⰼ չDZNB؟؎وպ
h"UFBN *OD չ؟؎وպך׀稱➜ ⴱךٖ؝ًٝر٦ءّٝؒٝآٝך㼪Ⰵ ٖ؝ًٝسכ䩛⹛ד鏣㹀׃גְ 㼪Ⰵ׃גְזַ椚歋כٖ؝ًٝسך⸬卓ָ⳿ח ְֻ䚍颵䭯גְ ず儗ח顋㡰ׅ荈鯄鮦ָ秈ㅷ湡ד&$ה׃גכ㼰זְ
곁㹏ךⱄ鏝㉏桦ָ⡚ֻծ곁㹏㾩䚍ָ飑Ⰵתדַזְ 㼪Ⰵ׃ג㹋ꥷך⸬卓然ְַ
h"UFBN *OD 湡如 ✲噟ך稱➜ "NB[PO1FSTPOBMJ[F鼅椚歋
㼪Ⰵ䧭卓 תה
h"UFBN *OD "NB[PO1FSTPOBMJ[F鼅椚歋 ⟃♴ךة؎فך؟٦ؽأ嫰鯰 "NB[PO1FSTPOBMJ[F ➭爡ךٖ؝ًٝر٦ءّٝؒٝآٝ • 剢겘顤欽ָ♰ⰼ䖓ך醡ㅷ侧珏겲
鐰⣣鯥כ如ךא 堣腉 剢겘顤欽 㼪Ⰵ䊨侧 麊欽؟ه٦ز ˟ٖ؝ًٝسך⸬卓כ⢪גזְהַזְךד鐰⣣鯥 ַכꤐ㢩
h"UFBN *OD Amazon Personalize • 5D;539'API"B4> C9
0 . • $&"+B4>C9 0 #". • "%>DA,=7 6? &+. • :382<1=@"+. • JavaScript"B4>C9 0 .+' • B4>C9 0. -/!. • )''*'+' • :382<1=@"(% 堣腉ך嫰鯰
h"UFBN *OD Amazon Personalize • 1&/,.0-$"* 1/,.0-
2& # *!.+0 • (8 &%* • ) $' ! • (1215& %* 剢겘顤欽ך嫰鯰
h"UFBN *OD 剢겘顤欽ך鑐皾麓玎 铬ꆃ㼎韋כչر٦ةך《鴥պծչزٖ٦صؚٝ 儗պծչٖ؝ًٝس䚍腉պךא ֿךֲչٖ؝ًٝس䚍腉պך嫰桦ָ㣐ְֹ 婍ך갪湡ךさ鎘כ ⰼ玎䏝ה䟝㹀
걼籕חزٖ٦صؚٝ׃זֻג葺ְהⴻ倖׃ ٖ؝ًٝس䚍腉כչؾ٦ؙ儗ך猱ךٖ؝ًٝ س㔐侧儗 儗傈 պד皾⳿ ؾ٦ؙ儗ך儗֮ך17ַ猱֮ךٖ؝ ًٝس㔐侧כ剑㣐⟝ה䟝㹀 ͑♰ⰼ ⰼ
h"UFBN *OD Amazon Personalize • !1.5)*30
+ • %(&'$ # # • !0.51) *1020+ • %(&'$ " 㼪Ⰵ䊨侧ך嫰鯰 չӛպה׃椚歋כ䊨侧ח㣐ֹז䊴ָזְ 鋅琎כ"NB[PO1FSTPOBMJ[Fךקֲָ侧٠剢⽃⡘ד䊨 侧ַַָה罋ִגְ
h"UFBN *OD 䟝㹀׃㼪Ⰵ䊨侧ךⰻ鏬 "NB[PO1FSTPOBMJ[Fךⴱ劍鏣㹀 傈 ٖ؝ًٝسٌرٕך⡲䧭
傈 ؟؎ز⩎ך堣腉ך㹋鄲 傈 ذأز٥رغحؚ 傈 さ鎘 傈
h"UFBN *OD 䟝㹀׃㼪Ⰵ䊨侧ךⰻ鏬 "NB[PO1FSTPOBMJ[Fךⴱ劍鏣㹀 傈 ٖ؝ًٝسٌرٕך⡲䧭
傈 傈ָر٦ةך彊⪒דծ傈ָٌرٕךزٖ٦صؚٝ ٌرٕךزٖ٦صؚٝכ"VUP.-ח⟣ׇ 堣唒㷕统ך濼陎כ䗳銲זְ ؟؎ز⩎ך堣腉ך㹋鄲 傈 ذأز٥رغحؚ 傈 さ鎘 傈
h"UFBN *OD 㹋ꥷך㼪Ⰵ䊨侧ךⰻ鏬 "NB[PO1FSTPOBMJ[Fךⴱ劍鏣㹀 傈 ٖ؝ًٝسٌرٕך⡲䧭
傈 傈 ؟؎ز⩎ך堣腉ך㹋鄲 傈 ذأز٥رغحؚ 傈 さ鎘 傈 䊨侧㟓⸇ך⚺ז⾱㔓כر٦ةך䭯倯ך锃侭ח儗ַַָ ֿהדׅկ ֿך⟝ろ㼪Ⰵך鑧כ2JJUBדչ"NB[PO1FSTPOBMJ[F 㼪Ⰵ׃גַךֿהպהְֲ鎸✲剅ֹת׃կ
h"UFBN *OD 㹋ꥷך㼪Ⰵ䊨侧ךⰻ鏬
h"UFBN *OD Amazon Personalize • 6,370!" $&&
• 6,370!+4/+ (&" • 6,370! !)01 *. ,7-5 -8 2.#'&% • 6,370!+4/+ ( & 麊欽؟ه٦زך嫰鯰 ٖ؝ًٝسך何㊣כٖ؝ًٝسך⳿׃倯ך锃侭זו "NB[PO1FSTPOBMJ[Fכٖ؝ًٝس䞔㜠ך䲿⣘ך
h"UFBN *OD 鐰⣣穠卓ךתה Amazon Personalize
h"UFBN *OD "NB[PO1FSTPOBMJ[F鼅椚歋 ♴鎸ך椚歋ַ"NB[PO1FSTPOBMJ[Fח寸㹀 㼛勻ٖ؝ًٝسךⵃ欽眔㔲䭁䓸׃װְׅ 8FC؟؎ز⟃㢩ד⢪ִ ٓٝصؚٝ؝أزָ㸜ְ 㼪Ⰵ䊨侧חקו㣐ֹז麩ְכזְ
麊欽؟ه٦زָזְֿהכ鏩㺁ׅ 㹋籐然钠ׅ➬穈כⴽד欽䠐ׅ
h"UFBN *OD 㼪Ⰵ䖓ך؟؎ز؎ً٦آ
h"UFBN *OD 湡如 ✲噟ך稱➜ "NB[PO1FSTPOBMJ[F鼅椚歋
㼪Ⰵ䧭卓 תה
h"UFBN *OD 湡如 ✲噟ך稱➜ "NB[PO1FSTPOBMJ[F鼅椚歋
㼪Ⰵ䧭卓 תה
h"UFBN *OD ⟃♴ךػة٦ٝ嫰鯰 "NB[PO1FSTPOBMJ[Fך)3//.&5"%"5" 遤⹛㾶娖ח㛇בְגٖ؝ًٝسׅ ِ٦ؠ٦׀הח穠卓ָ㢌 ػ٦اشٓ؎ؤٖ؝ًٝس "NB[PO1FSTPOBMJ[Fך4*.4
㼎韋ך荈鯄鮦ה⡂荈鯄鮦ٖ؝ًٝسׅ 铩ָ鋅גずׄ穠卓חז 䩛⹛ד鏣㹀 㼎韋ך荈鯄鮦ה⡂荈鯄鮦➂ך䩛ד鏣㹀ׅ 铩ָ鋅גずׄ穠卓חז
h"UFBN *OD زٖ٦صؚٝח欽ְ䞔㜠 ㉀ㅷ䞔㜠秈⟝ 顋㡰ָ穄✪׃㉀ㅷろדְ ㉀ㅷךꠘ鋮㾶娖湫鵚٠剢ⴓ秈♰⟝ 䎃ⴓ٥٠剢ⴓ٥ ٠剢ⴓךػة٦ٝדزٖ٦صؚٝ׃
הֿծ٠剢ⴓךػة٦ٝך礵䏝ָ葺ַ ⠓㆞䞔㜠כ⢪זְ )3//.&5"%"5"כ"VUP.-⢪ֲ "VUP.-⢪ֲה剑黝זػًٓ٦ة荈⹛ד鼅䫛ׅ 4*.4ךػًٓ٦ةכⴱ劍⦼⢪ֲ ➙ךהֿծ4*.4ד"VUP.-⢪欽דֹזְ
h"UFBN *OD ؙٔحؙ桦ה؝ٝغ٦آّٝ桦ך嫰鯰 14.97 1.43 7.62 0.84 11.55
1.03 0 2 4 6 8 10 12 14 16 HRNN-METADATA SIMS
h"UFBN *OD ٖ؝ًٝسٌرٕךًزؙٔأך嫰鯰 0.5559 0.3725 0.3665 0.2306 0.5149
0.3432 0 0.1 0.2 0.3 0.4 0.5 0.6 Normalized discounted cumulative Mean reciprocal rank HRNN-METADATA SIMS HRNN-METADATAAuto ML
h"UFBN *OD 㼪Ⰵ䧭卓ח㼎ׅ罋㻊 "NB[PO1FSTPOBMJ[Fכػ٦اشٓ؎ؤٖ؝ًٝس ⢪קֲָ⸬卓ָ⳿װְׅ )3//.&5"%"5"ד葺ְ穠卓ָ⳿גְ 4*.4ך穠卓כ)3//.&5"%"5"ה嫰ץה鋅⸋ׅ "VUP.-⢪ִל瀉儗ד葺ְ穠卓䖤
⢪זְ㜥さכ葺ְ穠卓ָ䖤תדػًٓ٦ةך锃侭 粸鵤ׅ䗳銲ָ֮ 锷椚甧גגػًٓ٦ة锃侭ׅחכ堣唒㷕统ך濼陎 ָ䗳銲
h"UFBN *OD 湡如 ✲噟ך稱➜ "NB[PO1FSTPOBMJ[F鼅椚歋
㼪Ⰵ䧭卓 תה
h"UFBN *OD תה "NB[PO1FSTPOBMJ[Fך㼪Ⰵכꨇ׃ֻזְ 堣唒㷕统ך濼陎כ♶銲 "NB[PO1FSTPOBMJ[Fכػ٦اشٓ؎ؤٖ؝ًٝس ⢪קֲָ⸬卓ָ⳿װְׅ "NB[PO1FSTPOBMJ[Fכ؟؎وך״ֲזٖ؝ًٝس
ח♶ⵃז䚍颵䭯؟؎زד⸬卓ָ֮ ず儗ח顋㡰ׅ荈鯄鮦ָ秈ㅷ湡ד&$ה׃גכ㼰זְ 곁㹏ךⱄ鏝㉏桦ָ⡚ֻծ곁㹏㾩䚍ָ飑Ⰵתדַזְ
h"UFBN *OD デ濼 *ODSFNFOUT➿邌嵲ꅿהؒ؎ث٦يؚٕ٦فぐ爡涪 顑⟣罏ךעׯֽ5BML/JHIU 剢傈 剢 ։!幪靼
ؒٝآص،ぢֽز٦ؙ؎كٝز❛崧⠓⪵׃ת ׅկ ˑؒ؎ث٦ي 涪顑⟣罏ز٦ؙ˒ד嗚稊 5FDIQMBZ PS$POOQBTT ֶַ歍鴥ְֻׁ
չזד䎊ׇחז⠓爡חֿׅהպ չ➙ַ䎃竲ֻ⠓爡חֿׅהպ