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©2023 Wantedly, Inc. 8BOUFEMZͰ'FBUVSF4UPSFΛ ಋೖ͢Δࡍʹߟ͑ͨ͜ͱ Higuchi Kokoro / @zerebom_3 ୈճ.-0QTษڧձ

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©2023 Wantedly, Inc. 'FBUVSF4UPSFͱ͸ͳʹ͔ 8BOUFEMZʹಋೖͯ͠Ͳ͏͔ͩͬͨ ຊ೔ͷ͓࿩͢͠Δ͜ͱ Part1 w 'FBUVSF4UPSFͱ͸ͳʹ͔ w 'FBUVSF4UPSFͷඪ४తͳ࣮૷ߏ੒ w 'FBUVSF4UPSFϓϩμΫτͷ঺հ 8BOUFEMZͰ'FBUVSF4UPSFΛಋೖͨ͠എܠ Part2 w 8BOUFEMZͷਪનγεςϜͷཁ݅ w ͜Ε·Ͱͷ՝୊ w 'FBUVSF4UPSFͷࣗ࡞ʹࢸͬͨഎܠ ࣗ࡞ͨ͠'FBUVSF4UPSFͷߏ੒ Part3 w શମߏ੒ w ֤ػೳͷ࣮૷ߏ੒ Part4 w ࡞ͬͯྑ͔ͬͨ͜ͱ w ࣗ࡞ͯ͠ྑ͔ͬͨ͜ͱ w ΋ͬͱΑ͍ͨ͘͠ͱ͜Ζ ࡞ͬͨॴײ 'FBUVSF4UPSF֓ཁ

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©2023 Wantedly, Inc. ࣗݾ঺հձࣾ঺հ

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©2023 Wantedly, Inc. Ṥޱ৺ )JHVDIJ,PLPSP ॴଐ8BOUFEMZ JOD 9![FSFCPN@ σʔλαΠΤϯςΟετͱͯ͠ਪનγεςϜͷਫ਼౓վળɾධՁɾ .-0QT·ΘΓͷ։ൃΛ͍ͯ͠·͢ ਖ਼͘͠πʔϧ΍ϓϩάϥϛϯάݴޠΛ࢖͍ɺ 
 ϩόετʹϓϩμΫτ։ൃ͢Δ͜ͱʹؔ৺͕͋Γ·͢ ࣗݾ঺հ

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©2023 Wantedly, Inc. Create A World Where Work Drives Passion. ڀۃͷదࡐదॴʹΑΓ 
 γΰτͰίίϩΦυϧͻͱΛ;΍͢ ձࣾ঺հ ࢲͨͪͷϛογϣϯ ©2023 Wantedly, Inc.

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©2023 Wantedly, Inc. ձࣾʹ༡ͼʹߦ͜͏ ňΧδϡΞϧ໘ஊʯͱ͍͏࢓ࣄ୳͠ͷ৽ج४ • ਓͱνʔϜΛʮ૝͍ʯͰϚονϯά • ň࿩Λฉ͖ʹߦ͘ʯମݧΛ௨ͯ͡ϑϥοτͳग़ձ͍Λ૑ग़ ਐԽΛଓ͚ΔUIͱج൫ • ίϯςϯπ͕ө͑ΔϞμϯͰγϯϓϧͳUIදݱ • ΑΓຊ࣭తͳϚονϯάΛՄೳʹ͢ΔਪનΞϧΰϦζϜ ఏڙϓϩμΫτ

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©2023 Wantedly, Inc. ࣄྫ঺հ ਓͱձࣾͷʮ྆૝͍ʯΛ࣮ݱ͢Δ૬ޓਪનγεςϜ

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©2023 Wantedly, Inc. 'FBUVSF4UPSF֓ཁ 'FBUVSF4UPSFͱ͸ͳʹ͔ 'FBUVSF4UPSFͷඪ४తͳ࣮૷ߏ੒ 'FBUVSF4UPSFϓϩμΫτͷ঺հ

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ϖʔδλΠτϧ ϖʔδαϒλΠτϧ ©2023 Wantedly, Inc. "'FBUVSF4UPSFJTBTFSWJDFUIBUJOHFTUTMBSHFWPMVNFTPGEBUB DPNQVUFTGFBUVSFT BOETUPSFTUIFN 3FGIUUQTOFQUVOFBJCMPHGFBUVSFTUPSFTDPNQPOFOUTPGBEBUBTDJFODFGBDUPSZHVJEF

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©2023 Wantedly, Inc. Կ͕Ͱ͖Δ Ұ؏ͨ͠ํ๏ͰσʔλΛॲཧ͠ɺ ෳ਺ͷϞσϧؒͰڞ༗Մೳͳ 
 ಛ௃ྔΛੜ੒ɾ؅ཧͰ͖Δ 'FBUVSF4UPSFͱ͸ ͲΜͳγεςϜ ಛ௃ྔσʔλࣗମ΍ɺ 
 ͦͷϝλσʔλΛޮ཰తʹอଘɺ ΞΫηεɺ࠶ར༻͢ΔͨΊʹઃܭ ͞ΕͨγεςϜ ࢖͏ͱͲ͏ͳΔ ػցֶशϞσϧ։ൃͷεϐʔυ ΞοϓɺσʔλͷҰ؏ੑͷ֬อɺ ͓ΑͼϞσϧੑೳͷվળʹد༩ ػցֶशͷͨΊͷಛ௃ྔσʔλͷதԝ؅ཧɾڞ༗γεςϜ

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©2023 Wantedly, Inc. 'FBUVSF4UPSFͷඪ४తͳ࣮૷ߏ੒ ओཁͳͭͷίϯϙʔωϯτ 'FBUVSF3FHJTUSZ ಛ௃ྔ΍ϝλ৘ใͳͲΛҰཡͰ͖Δ ར༻ऀ޲͚ͷΠϯλʔϑΣʔεͷఏڙ 0QFSBUJPOBM.POJUPSJOH $PODFQU%SJGUͳͲϞσϧͷܦ࣌ྼԽ Λݕ஌͢Δಛ௃ྔͷϞχλϦϯάػߏ ref: https://neptune.ai/blog/feature-stores-components-of-a-data-science-factory-guide 5SBOTGPSN ੜσʔλΛಛ௃ྔʹม׵͢Δػߏ ཁ݅ʹΑΓม׵ํ๏͕ҟͳΔ 4USFBNPS#BUDIͳͲ 4UPSBHF ಛ௃ྔΛอ؅͢Δػߏ#BUDIͳΒ %8) ϦΞϧλΠϜͳΒ3FEJTͳͲ 4FSWJOH ಛ௃ྔΛఏڙ͢ΔػߏϦʔΫ͕ 
 ى͖ͳ͍Α͏ʹ࣌ܥྻΛ 
 ࢀর͢Δ΋ͷ΋͋Δ QPJOUJOUJNF

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©2023 Wantedly, Inc. 044 w ೥ʹ(PKFLͱ(PPHMF$MPVE͕ϦϦʔε .-ͱ%BUB*OGSBͷ෼཭ w σʔλΠϯϑϥΛந৅Խ೚ҙͷΠϯϑϥ 
 ($1 "84 4OPX fl BLF౳ Ͱར༻Մೳ σʔλϦʔΫΛճආՄೳ w QPJOUJOUJNFKPJO ޙड़ Λαϙʔτ ֶशͱαʔϏϯάͷҰ؏ੑ୲อ w ֶशɾਪ࿦࣌ʹಉ͡ΠϯλʔϑΣʔεͰར༻Մೳ 'FBUVSF4UPSFϓϩμΫτ঺հd'FBTUd 3FGIUUQTEPDTGFBTUEFWWNBTUFSXIBUJTGFBTU

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©2023 Wantedly, Inc. ϑϧϚωʔδυαʔϏε w #2ͷσʔλΞΫηεɾΨόφϯεΛ׆༻Ͱ͖Δ ௿ϨΠςϯγͷαʔϏϯά w ಛ௃ྔͷϦΫΤετͷ͕NTͰ׬ྃ .-ɾੜ੒"*ͷ྆ํʹରԠ w ಛ௃ྔͱಉ͡Α͏ʹϕΫτϧຒΊࠐΈ΋֨ೲՄೳ σʔλϦʔΫΛճආՄೳ w QPJOUJOUJNFKPJO ޙड़ Λαϙʔτ 'FBUVSF4UPSFϓϩμΫτ঺հd7FSUFY"*d 3FGIUUQTDMPVEHPPHMFDPNWFSUFYBJEPDTGFBUVSFTUPSF IMKBWBJGT IUUQTDMPVEHPPHMFDPNCMPHKBQSPEVDUTBJNBDIJOFMFBSOJOHOFXWFSUFYBJGFBUVSFTUPSFCJHRVFSZQPXFSFEHFOBJSFBEZ

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©2023 Wantedly, Inc. ิ଍QPJOUJOUJNFKPJO w ֶशɾਪ࿦༻Ϩίʔυͷ༧ଌλΠϛϯάʹԊͬͯ 
 ࠷৽͔ͭɺϦʔΫͷ͠ͳ͍λΠϛϯάͷಛ௃ྔΛ 
 ར༻͢Δػೳ w Ұൠతʹ͸ಛ௃ྔͱ+PJOର৅ͷͲͪΒʹ΋ 
 UJNFTUBNQྻΛ࣋ͨͤͯࢀর͢Δ

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©2023 Wantedly, Inc. ิ଍ಛ௃ྔͷάϧʔϐϯά w ݕࡧੑ΍Ϧιʔε؅ཧͷͨΊɺಛ௃ྔ͸͍͔ͭ͘ͷ؍఺ Ͱάϧʔϐϯά͠͞ΕΔ͜ͱ͕ଟ͍ 7FSUFY"*ʹ͓͚Δάϧʔϐϯάྫ w &OUJUZ'FBUVSFΛඥ෇͚Δ୯Ґ w FY Ϣʔβʔ ΞΠςϜ w 'FBUVSF(SPVQσʔλιʔεͷϩέʔγϣϯʹ 
 جͮ͘άϧʔϓ w 'FBUVSF7JFXҙຯͷ୯Ґʹجͮ͘άϧʔϓ 3FGIUUQTDMPVEHPPHMFDPNWFSUFYBJEPDTGFBUVSFTUPSFMBUFTUPWFSWJFX

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©2023 Wantedly, Inc. 8BOUFEMZͰ'FBUVSF4UPSFΛಋೖͨ͠എܠ 8BOUFEMZͷਪનγεςϜͷཁ݅ ͜Ε·Ͱͷ՝୊ 'FBUVSF4UPSFͷࣗ࡞ʹࢸͬͨഎܠ

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©2023 Wantedly, Inc. ఏڙ͢ΔϢʔβʔମݧ w ϢʔβʹืूΛɺϦΫϧʔλʔʹީิऀΛਪન͢Δ w ީิͱͳΔΞΠςϜʹείΞ͚ͮ͠ɺϥϯΩϯάͱͯ͠ఏڙ͢Δ νʔϜߏ੒ w .-1E.ਓ%4ਓਪનج൫ΤϯδχΞਓ ݱঢ়ͷγεςϜߏ੒ w 1ZUIPOͷKPCΛఆظ࣮ߦ͠ɺਪ࿦݁ՌΛ#JH2VFSZʹ֨ೲ ओʹ%4 w #2ͷ݁ՌΛ3FEJTܦ༝ͰɺϢʔβʹ഑৴ ओʹਪનج൫ΤϯδχΞ ࣮૷࣌ͷཁٻ w 'FBUVSF4UPSF௥Ճਫ਼౓վળΛؚΊϲ݄ਓͰϦϦʔε w ಛ௃ྔ࡞੒Λߦ͏%4ࣗ਎͕ϝϯςͰ͖ΔγεςϜ͕๬·͍͠ 'FBUVSF4UPSFͷಋೖର৅ͱͳͬͨਪનγεςϜͷཁ݅ɾલఏ

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©2023 Wantedly, Inc. എܠैདྷͷ8BOUFEMZͷਪનγεςϜͷ࣮૷ߏ੒

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©2023 Wantedly, Inc. ैདྷͷ8BOUFEMZͷਪનγεςϜͷ࣮૷ߏ੒શମ ΞΠςϜͷ࠷దͳฒͼॱΛ༧ଌ͢Δ 
 ϥϯΩϯάϨϙδτϦ͕ෳ਺͋Δ ֤ϨϙδτϦ͸#JH2VFSZ͔ΒσʔλΛऔಘ͠ɺ ༧ଌ݁ՌΛ࠶౓Ξοϓϩʔυ͢Δ ֤ϨϙδτϦ͸ओʹਓͷ%4͕։ൃɾϨϏϡʔ

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©2023 Wantedly, Inc. ैདྷͷ8BOUFEMZͷਪનγεςϜͷ࣮૷ߏ੒༧ଌ݁Ռ ༧ଌ݁Ռ͸#JH2VFSZ͔Β3FEJTΛܦͯ 
 Ϣʔβʹఏڙ͞ΕΔ ˞3FEJTϝϞϦσʔλετΞͷҰछ

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©2023 Wantedly, Inc. ैདྷͷ8BOUFEMZͷਪનγεςϜͷ࣮૷ߏ੒಺෦࣮૷ ֤ϨϙδτϦ͝ͱʹɺ42-ϑΝΠϧ͕֨ೲ͞Ε͓ͯΓɺ ͜ͷϑΝΠϧΛݩʹಛ௃ྔ༻ͷσʔλΛऔಘ͢Δ 1ZUIPOͷ%BUB'SBNF౳Λ࢖ͬͯɺ 
 ಛ௃ྔΛੜ੒͠ɺϞσϧͷֶशɾ༧ଌʹར༻͢Δ

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©2023 Wantedly, Inc. ՝୊ͦͷ42-ͱಛ௃ྔੜ੒ϩδοΫ͕ࢄΒ͹Δ ಛ௃ྔ༻ͷ42-ϑΝΠϧ΍ੜ੒ϩδοΫ͕ 
 ෳ਺ͷϨϙδτϦʹ·͕͓ͨͬͯΓҰཡੑ͕௿͍ ಉ͡ಛ௃ྔΛෳ਺ϨϙδτϦͰ࢖͍͍ͨ৔߹΋ ࡞Γ௚͢ඞཁ͕͋Δ

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©2023 Wantedly, Inc. ՝୊ͦͷಛ௃ྔੜ੒ϩδοΫ͕1ZUIPO࣮૷Ͱ஗͍ #2͚ͩͰॲཧ͕ࡁΉಛ௃ྔ΋ଟ͕͋͘Δ͕ɺ ଞͷσʔλϑϩʔτͷ݉Ͷ߹͍Ͱ1ZUIPOΛར༻ͯ͠ɺ ಛ௃ྔΛੜ੒͍ͯ͠Δ #2ʹൺ΂ɺॲཧͷΦʔόʔϔου͕େ͖͍

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©2023 Wantedly, Inc. ՝୊ͦͷಛ௃ྔͷϞχλϦϯάɾσόοά͕೉͍͠ ֤ϥϯΩϯάͰ༧ଌ݁ՌͷΈ͕#2ʹΞοϓϩʔυ͞ΕΔ ಛ௃ྔ͸ϑΝΠϧετϨʔδʹͷΈ Ξοϓϩʔυ͞ΕΔͨΊσόοά΍ϞχλϦϯά͕ࠔ೉

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©2023 Wantedly, Inc. ՝୊ͦͷಛ௃ྔʹ༧ଌ௚લͷσʔλΛར༻Ͱ͖ͳ͍ w ैདྷͷ༧ଌλεΫ͸5SBJO7BMJE5FTUΛ࣌ܥྻ෼ׂ͠ɺ ༧ଌσʔλऩूظؒΛઃ͚͍ͯͨ w ༧ଌσʔλऩूظ͕ؒ͋ΔͨΊɺ௚લͷߦಈ·ͰΛ 
 ೖྗʹؚΊΔ͜ͱ͕ग़དྷͳ͍ w ਫ਼౓վળͷͨΊʹɺϢʔβͷΠϕϯτൃੜλΠϛϯάͷ ௚લ·ͰΛೖྗσʔλͷऩूظؒͱ͍ͨ͠ w ಛ௃ྔΛఆظతʹอଘ͠ɺϢʔβຖʹར༻͢Δ 
 ೖྗظؒΛม͑Δඞཁ͕ग़͖ͯͨ

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©2023 Wantedly, Inc. 'FBUVSF4UPSFͷػೳͱ8BOUFEMZͷ՝୊ͱඞཁੑ ػೳ ݱঢ়ͷ՝୊ ඞཁੑ Feature Registry Ұݩ؅ཧ͍ͯ͠ͳ͍ͨΊɺ 
 Ͳ͜ͰͲͷಛ௃ྔ͕࢖ΘΕ͍ͯΔͷ͔୳ͮ͠Β͍&࠶ར༻͠ʹ͍͘ ߴ Operational Monitoring ܽଛͳͲͷσάϨʹؾ͚ͮͳ͍ ͨͩ͠ΦϑϥΠϯςετͰ͋Δఔ౓ΧόʔͰ͖Δ ௿ Storage ಛ௃ྔ͕Ϋϥ΢υετϨʔδʹ͔͠࢒͓ͬͯΒͣɺ 
 σόοά΍࠶ར༻ɺϢʔβຖʹऔಘ࣌ظΛม͑Δ͜ͱ͕೉͍͠ ߴ Transform PythonϨΠϠʔͰBatchॲཧ͍ͯ͠ΔͷͰ஗͍ த Serving Servingػߏ͸طʹ͋ΔͷͰඞཁͳ͍ ແ Ұൠతͳ'FBUVSF4UPSFͷػೳ͕શͯඞཁͰ͋ΔΘ͚Ͱ͸ແ͍ͱΘ͔ͬͨ💡

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©2023 Wantedly, Inc. ಺੡WT֎෦πʔϧ ಺੡ VertexAI Feast or ͦͷଞOSS Pros ΧελϚΠζ͠΍͍͢ 
 ඞཁͳ෦෼͚࣮ͩ૷Ͱ͖Δ εέʔϥϒϧ 
 ϦΞϧλΠϜͳಛ௃ྔͷαʔϏϯά ແྉɻίʔυΛશͯಡΊΔ Cons ࣮૷ίετ͕͔͔ΔɻυΩϡϝϯτ౳͸શͯ 
 ࣗ෼Ͱ༻ҙ͢Δඞཁ͕͋Δ 2023/10ϦϦʔεͰ 
 ৘ใ͕গͳ͍ 
 ྉ͕͔͔ۚΔ 
 Transformػߏ͸݁ہ࣮૷͕ඞཁɻ ґଘϥΠϒϥϦͷߋ৽͕ 
 ΍΍஗͍ 
 ࠃ಺ͷར༻ࣄྫ͕͋·Γͳ͍

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ϖʔδλΠτϧ ϖʔδαϒλΠτϧ ©2023 Wantedly, Inc. ཉ͍͠ػೳʹߜͬͯ಺੡͢Δ͜ͱʹ w ಛ௃ྔͷҰݩ؅ཧ w ϢʔβɾΞΠςϜຖʹಛ௃ྔΛఆظతʹ֨ೲ w #2ϨΠϠʔͰͷ+PJOͷαϙʔτ

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©2023 Wantedly, Inc. ࣗ࡞͕ಋೖ΋อक΋ 
 ࠷΋ίετ͕খͦ͞͏ ࣗ࡞͢Δ͜ͱʹͨࠜ͠ڌ ࣗ࡞ˠطଘ੡඼΁ͷ Ҡߦ͸͠΍ͦ͢͏ w طଘ੡඼͸େن໛αʔϏεʹ΋దԠͰ͖ΔΑ͏ʹػೳ͕ଟ͍ w FY ಛ௃ྔͷάϧʔϐϯά΍ϦΞϧλΠϜαʔϏϯά w ϝϯςφϯε͞Ε͍ͯΔϥΠϒϥϦ͚ͩΛબΜͰಋೖͰ͖Δ w $IBU(15ʹΑΓɺ࣮૷ίετ͕Լ͕͍ͬͯΔ w 7FSUFY"*͸ಛ௃ྔ͕#2ʹΞοϓϩʔυ͞Ε͍ͯΔඞཁ͋Γ w ͲͷΈͪɺˢΛߦ͏ػߏ͸ඞཁ w ΑΓଞࣾࣄྫ͕ग़͖͔ͯͯΒஈ֊తʹҠߦ΋Մೳ

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©2023 Wantedly, Inc. ࣗ࡞ͨ͠'FBUVSF4UPSFͷߏ੒ શମߏ੒ ֤ػೳͷ࣮૷ߏ੒

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©2023 Wantedly, Inc. શମߏ੒ਤ#FGPSF

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©2023 Wantedly, Inc. શମߏ੒ਤ"GUFS

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©2023 Wantedly, Inc. 'FBUVSF4UPSFߏ੒ਤ 42-ϑΝΠϧΛݩʹಛ௃ྔΛੜ੒͢Δ෦෼Λ ϥϯΩϯά͔Β෼཭ͨ͠ ಛ௃ྔੜ੒Λఆظ࣮ߦ͠ɺ#2ʹ֨ೲ͢Δ 'FBUVSF4UPSFͱ͍͏ΑΓɺ 
 'FBUVSF$SFBUPSͱ΋ݴ͑Δ

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©2023 Wantedly, Inc. 3BOLJOHߏ੒ਤ ੜ੒ࡁΈͷಛ௃ྔΛಡΈग़͠ɺֶशɾਪ࿦ʹ༻͍Δ ݸผͷ42-΍ಛ௃ྔੜ੒ϩδοΫ͸ϥϯΩϯά 
 ͔ΒҾ͖ണ͕͞Εͨ

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©2023 Wantedly, Inc. 'FBUVSF4UPSFͷ಺෦࣮૷ৄࡉ ಛ௃ྔ͝ͱʹSQLΫΤϦͱεΩʔϚΛ1:1Ͱඥ෇͚Δ ֤ಛ௃ྔΛfeature_create.pyͰ ࣮ߦ͠Ξοϓϩʔυ

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©2023 Wantedly, Inc. 'FBUVSF4UPSFͷ࣮૷಺༰d'FBUVSFd BQΫΤϦΛ࣮ߦ͠ɺಛ௃ྔΛςʔϒϧͱͯ͠ੜ੒͢Δɻ BQͰ׬݁͢Δ͜ͱ΋ɺPythonͷDataFrameͱͯ͠औΓࠐΜͰɺෳࡶͳॲཧ΋Մೳ

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©2023 Wantedly, Inc. 'FBUVSF4UPSFͷ࣮૷಺༰d'FBUVSFDSFBUPSd Feature ΛಡΈࠐΈɺ 
 ฒྻॲཧͰಛ௃ྔΛੜ੒͢ΔΤϯτϦʔϙΠϯτ

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©2023 Wantedly, Inc. 'FBUVSF4UPSFͷ࣮૷಺༰d'FBUVSFTDIBNBd Featureͷఆ͕ٛॻ͔ΕͨYAMLϑΝΠϧΛಡΈࠐΈɺ Pandas/BQ/YAMLͷεΩʔϚΛఏڙɾ౷Ұ͢ΔΫϥε υΩϡϝϯτԽɾҰ؏ੑʹߩݙ

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©2023 Wantedly, Inc. 'FBUVSF4UPSFͷ࣮૷಺༰d'FBUVSF'FUDIFSd ੜ੒͞ΕͨFeatureΛਪ࿦ީิू߹ʹඥ෇͚ΔΫϥε Feature.yamlΛಡΈࠐΈɺಈతʹSQLΫΤϦΛߏஙͯ͠औಘ

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©2023 Wantedly, Inc. ࡞ͬͨ݁Ռɾॴײ ࡞ͬͯྑ͔ͬͨ͜ͱ ࣗ࡞ͯ͠ྑ͔ͬͨ͜ͱ ΋ͬͱΑ͍ͨ͘͠ͱ͜Ζ

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©2023 Wantedly, Inc. ࡞ͬͯྑ͔ͬͨ͜ͱdਫ਼౓վળd Ϣʔβຖʹ࠷৽ͷಛ௃ྔΛඥ෇͚ΒΕΔ͜ͱͰɺਫ਼౓վળͨ͠🎉 (ΦϯϥΠϯςετ४උத)

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©2023 Wantedly, Inc. ࡞ͬͯྑ͔ͬͨ͜ͱd'FBUVSF3FHJTUSZʹΑΔϨϏϡʔίετͷ௿Լd feature_schemaͷࠩ෼͔Β 
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©2023 Wantedly, Inc. ࡞ͬͯྑ͔ͬͨ͜ͱd0QFSBUJPOBM.POJUPSJOHͷ͖͔͚ͬʹͳͬͨd BQʹ౷Ұతͳ໋໊نଇͰFeature͕Ξοϓϩʔυ͞ΕΔ͜ͱͰɺ σόοά͕༰қʹͳͬͨ🎉

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©2023 Wantedly, Inc. ·ͱΊ 'FBUVSF4UPSFʹؚ·ΕΔػೳ΍ؔ࿈ϓϩμΫτʹ͍ͭͯ঺հͨ͠ w ಛ௃ྔσʔλࣗମ΍ɺϝλσʔλΛޮ཰తʹอଘɺΞΫηεɺ࠶ར༻͢ΔͨΊʹઃܭ͞ΕͨγεςϜ w Ұ؏ͨ͠ํ๏ͰσʔλΛॲཧ͠ɺෳ਺ͷϞσϧؒͰڞ༗Մೳͳಛ௃ྔΛੜ੒Ͱ͖Δ 8BOUFEMZͰ͸ൺֱݕ౼ͨ݁͠Ռ'FBUVSF4UPSFΛ಺੡Ͱ։ൃͨ͠ w ؔ࿈ϓϩμΫτͷશͯͷػೳ͕ඞཁͰແ͍͜ͱ͕Θ͔ͬͨͨΊ w ࣗ࡞͢Δ͜ͱͰඞཁे෼ͳػೳ͚ͩΛ࣮૷Ͱ͖ͨ 'FBUVSF4UPSFΛಋೖ͢Δ͜ͱͰߴ଎ͳ։ൃͱਫ਼౓ͷվળͰ͖ͨ w σόοά΍ϞχλϦϯάɺϨϏϡʔͷ͠΍͢͞ͳͲɺӡ༻্ͷϖΠϯ͕େ෯ʹվળ͞Εͨ w Ϣʔβຖʹ࠷৽ͷσʔλΛඥ෇͚Δ͜ͱ͕ग़དྷΔͨΊɺਫ਼౓͕վળ͞Εͨ