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©2023 Wantedly, Inc. PythonͰͷύοέʔδϯάɿ ΤίγεςϜͷཧղͱݱ৔Ͱͷ׆༻ PyCon APAC 2023 Oct 27, 2023 - Kokoro Higuchi

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©2021 Wantedly, Inc. ࿩͢͜ͱɾ࿩͞ͳ͍͜ͱ w ฉ͍ͯ΋Β͍͍ͨਓ👨💻👩💻 w 1Z5PSDIͳͲύοέʔδͷΠϯετʔϧͰ٧·ͬͨ͜ͱ͕͋Δਓ w ͳͥ٧·ͬͨͷ͔ɺύοέʔδϯάͷΤίγεςϜͷશମ૾͔Βཧղ͍ͨ͠ਓ w ࿩͢͜ͱ📣 w ύοέʔδϯάͷΤίγεςϜͷશମ૾ w ύοέʔδΛΠϯετʔϧ͢Δਓ޲͚ͷ5JQT w ͋·Γ࿩͞ͳ͍͜ͱ🙊 w ύοέʔδ࡞੒ɾӡ༻ଆͷ5JQT w ݸผͷٕज़ʹਂ͘য఺Λ౰ͯͨ࿩

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©2021 Wantedly, Inc. ࠓ೔ͷΞδΣϯμ ࣗݾ঺հɾձࣾ঺հ 1ZIPOͷύοέʔδϯάΤίγεςϜͷશମ૾ 1ZUIPOͷύοέʔδΠϯετʔϧͷࣦഊྫͱݪҼ 1ZUIPOͷύοέʔδΠϯετʔϧ͕೉͍͠ཧ༝ ύοέʔδΛ͏·͘Πϯετʔϧ͢ΔͨΊͷ5JQT

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©2021 Wantedly, Inc. ࣗݾ঺հɾձࣾ঺հ

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©2021 Wantedly, Inc. ໊લ: Ṥޱ ৺ (Higuchi Kokoro) ॴଐ: Wantedly, inc. X: @zerebom_3 σʔλαΠΤϯςΟετͱͯ͠ɺਪનγεςϜͷਫ਼౓վળɾධՁɾ 
 ػցֶशج൫ͷ։ൃΛ͍ͯ͠·͢ ਖ਼͘͠πʔϧ΍ϓϩάϥϛϯάݴޠΛ࢖͍ɺϩόετʹϓϩμΫτ։ൃ͢Δ͜ͱʹ 
 ؔ৺͕͋Γ·͢ ࣗݾ঺հ

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©2023 Wantedly, Inc. Create A World Where Work Drives Passion. 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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©2021 Wantedly, Inc. 1ZIPOͷύοέʔδϯάΤίγεςϜͷશମ૾

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©2021 Wantedly, Inc. w ύοέʔδ͕Ξοϓϩʔυ͞ΕΔϦϙδτϦ ޙड़ ͔ΒΠϯετʔϧ w QJQJOTUBMMTPNF@QBDLBHF w ࣮͸ ॴ๬ͷύοέʔδΛΠϯετʔϧ͢Δʹ͸ଟ͘ͷม਺͕ؔ༩ w Ծ૝؀ڥ w 1ZUIPOόʔδϣϯ w ύοέʔδ͕ґଘ͍ͯ͠ΔଞͷϥΠϒϥϦ w Ϛγϯͷ04 MJOVY XJOEPXTʜ ύοέʔδར༻ऀͷࢹ఺

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©2021 Wantedly, Inc. ύοέʔδར༻ऀͷࢹ఺ w ͍ͣΕ͔͕טΈ߹Θͳ͍ͱɺΠϯετʔϧࣦഊ😭

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©2021 Wantedly, Inc. ύοέʔδར༻ऀͷࢹ఺ Τϥʔ͸͍Ζ͍Ζग़ͯ͘Δ͕ෳࡶ🫠 QPFUSZBEEGBTU5FYUΛͨ݁͠Ռ

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©2021 Wantedly, Inc. ͳʹ͕ى͖͔ͨΘ͔ΔΑ͏ʹ 
 ΤίγεςϜશମΛཧղ͢Δ

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©2021 Wantedly, Inc. ΤίγεςϜͷશମ૾

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©2021 Wantedly, Inc. Ұͭͣͭղઆ͍͖ͯ͠·͢

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©2021 Wantedly, Inc. w ύοέʔδ͕ूΊΒΕ͍ͯΔΦϯϥΠϯͷϦϙδτϦ w 1Z1* w ࠷΋޿͘࢖ΘΕ͍ͯΔ w QJQͷσϑΥϧτΠϯετʔϧݩ 
 1Z1"ʹΑͬͯӡӦ w ଞʹ΋͍͔ͭ͋͘Δ w "OBDPOEB$MPVE w DPOEBGPSHF w (JU)VC ύοέʔδϦϙδτϦ Ҿ༻: https://pypi.org/ https://anaconda.cloud/

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©2021 Wantedly, Inc. w 1Z1*Ͱ͸ύοέʔδʹؔ͢Δଟ͘ͷ৘ใ͕هࡌ͞ΕɺҰݩతʹݟΔ͜ͱ͕Ͱ͖Δ ύοέʔδϦϙδτϦ

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©2021 Wantedly, Inc. w ࢖͏ύοέʔδΠϯετʔϥʔ΍ɺࢦఆ͢Δ63-ʹΑͬͯϦϙδτϦ͸ม͑ΒΕΔ ύοέʔδϦϙδτϦ

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©2021 Wantedly, Inc. w ύοέʔδϦϙδτϦ͔ΒύοέʔδΛΠϯετʔϧ͢Δπʔϧ w ߴػೳԽʹ͖ͭɺෳ਺ͷػೳΛ͍࣋ͬͯΔ w QJQ w 1ZUIPOʹඪ४૷උͷύοέʔδΠϯετʔϥʔ w 1PFUSZ w ઃఆϑΝΠϧͰ͋ΔQZQSPKFDUUPNMΛݩʹґଘؔ܎Λղফ͠ͳ͕ΒΠϯετʔϧ͢Δ w ύοέʔδͷϏϧυ΋Ͱ͖Δ w ґଘؔ܎ͷάϧʔϓԽ΍ιʔεͷมߋ΋Մೳ ύοέʔδΠϯετʔϥʔ

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©2021 Wantedly, Inc. w ύοέʔδϦϙδτϦʹΞοϓϩʔυ͞Ε͍ͯΔύοέʔδͷܗࣜ w #VJMU%JTUSJCVUJPO CEJTU w ಺༰෺ϏϧυࡁΈͷόΠφϦϑΝΠϧ w ಛੑΠϯετʔϧ͕ૣ͍͕04΍1ZUOPOͷόʔδϣϯʹґଘ w ֦ுࢠXIFFM XIM σΟετϦϏϡʔγϣϯ ύοέʔδϯάܗࣜ

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©2021 Wantedly, Inc. w ύοέʔδϦϙδτϦʹΞοϓϩʔυ͞Ε͍ͯΔύοέʔδͷܗࣜ w 4PVSDF%JTUSJCVUJPO TEJTU w ಺༰෺ιʔείʔυͱηοτΞοϓεΫϦϓτ QZQSPKFDUUPNM ͳͲ w ಛੑखݩͷϚγϯͰϏϧυ͕ߦΘΕΔͷͰ஗͍͕ॊೈ w ֦ுࢠUBSH[ w $POEB$MPVEͳͲ͸ಠࣗͷܗࣜ σΟετϦϏϡʔγϣϯ ύοέʔδϯάܗࣜ

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©2021 Wantedly, Inc. w #VJMU%JTUSJCVUJPO CEJTU w Ξφϩδʔ͓ห౰ w ͙͢৯΂ΒΕΔຯ͸ௐ੔Ͱ͖ͳ͍ w 4PVSDF%JTUSJCVUJPO TEJTU w Ξφϩδʔ৯ࡐͱϨγϐ w ͙͢৯΂ΒΕͳ͍ຯ͸ޙ͔ΒௐઅͰ͖Δ σΟετϦϏϡʔγϣϯ ύοέʔδϯάܗࣜ

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©2021 Wantedly, Inc. w /VNQZͷ1Z1*ΛΈΔͱʜ w ଟ਺ͷ#EJTU XIM ͱҰͭͷ4EJTU UBSH[ ͕ଘࡏ͢Δ w #EJTU͸1ZUIPOόʔδϣϯͱ04͝ͱʹଘࡏ͢Δ w ʮ͓ห౰༻ҙ͔ͨ͠Βɺ޷Έ ؀ڥ߹கͨ͠ ͕ 
 ͋Ε͹ͦΕΛɺͳ͚Ε͹Ϩγϐ QZQSPKFDUUPNM 
 ͔Β࡞ͬͯͶ Ϗϧυ ʯ σΟετϦϏϡʔγϣϯ ύοέʔδϯάܗࣜ Ҿ༻: https://pypi.org/project/numpy/#files

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©2021 Wantedly, Inc. ύοέʔδͱύοέʔδϯά w ύοέʔδ͸։ൃऀʹΑͬͯҰ࿈ͷϑϩʔΛܦͯΞοϓϩʔυ͞ΕΔ w ύοέʔδϯάˠΞοϓϩʔυˠύοέʔδϦϙδτϦͱ͍͏ϑϩʔ w ݩͱͳΔιʔεπϦʔʹ͸ύοέʔδϯάʹඞཁͳϑΝΠϧؚ͕͍͔ͭ͘·Ε͍ͯΔ

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©2021 Wantedly, Inc. w ιʔεπϦʔ಺͸جຊతʹԼهͷΑ͏ͳߏ੒ ύοέʔδͱύοέʔδϯά

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©2021 Wantedly, Inc. ύοέʔδͱύοέʔδϯά w ઃఆϑΝΠϧ QZQSPKFDUUPNM w ύοέʔδΛύοέʔδϯά͢ΔͨΊͷ 
 ৘ใ͕٧·ͬͨϑΝΠϧ w ύοέʔδ͕ͲΜͳϥΠϒϥϦʹґଘ͍ͯ͠Δ͔ w ͲΜͳόʔδϣϯͰಈ͔͘ w ͲΜͳϥΠηϯεͷݩར༻Ͱ͖Δͷ͔ w ͲΜͳϏϧυπʔϧΛ࢖ͬͯϏϧυ͢Δͷ͔

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©2021 Wantedly, Inc. 14'ͱ1&1 w 14' 1ZUIPO4PGUXBSF'PVOEBUJPO w 1ZUIPOͱؔ࿈ٕज़Λࢧԉɺอޢ͢Δ૊৫ w 1&1ͷ؅ཧ΍ঝೝʹؔ༩ w 1&1 1ZUIPO&OIBODFNFOU1SPQPTBMT w 1ZUIPOʹର͢ΔػೳͷఏҊɾमਖ਼ɾվળʹؔ͢Δઃܭจॻ w ύοέʔδϯάʹؔ͢Δ1&1΋ෳ਺͋Δ w 1&1ύοέʔδͷόʔδϣϯ൪߸ͷܗࣜͱґଘੑࢦఆΛඪ४Խ w 1&1ϏϧυγεςϜʹґଘ͠ͳ͍ιʔείʔυπϦʔͷϑΥʔϚοτͷఏҊ w 1&1QZQSPKFDUUPNMͰϏϧυγεςϜͷཁ݅Λࢦఆ

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©2021 Wantedly, Inc. 14'ͱ1&1 https://peps.python.org/pep-0008 https://peps.python.org/pep-0517

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©2021 Wantedly, Inc. ΤίγεςϜͷશମ૾

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©2021 Wantedly, Inc. 1ZUIPOͷύοέʔδΠϯετʔϧͷࣦഊྫͱݪҼ 1ZUPSDIͷΠϯετʔϧ GBTU5FYUͷΠϯετʔϧ

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©2021 Wantedly, Inc. 1Z5PSDIͷΠϯετʔϧࣦഊࣄྫ w 1Z5PSDI͸Πϯετʔϧ͢Δࡍɺ04΍ΠϯετʔϥʔπʔϧΛࢦఆ͢Δඞཁ͕͋Δ w ্هͰਖ਼͘͠ࢦఆͯ͠΋(16ΛಡΈࠐΜͰ͘Εͳ͍͜ͱ΋ Ҿ༻: https://pytorch.org/ w ˞1Z5PSDI'BDFCPPL͕։ൃͨ͠ػցֶशϥΠϒϥϦɻ 
 χϡʔϥϧωοτϫʔΫͷ։ൃͳͲʹ༻͍ΒΕΔɻ(16ରԠ

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©2021 Wantedly, Inc. 1Z5PSDIͷΠϯετʔϧ͕ࣦഊ͢Δཧ༝ w 1Z1*ͷσΟετϦϏϡʔγϣϯ TEJTU CEJTU Ͱ͸(16ͷґଘؔ܎·Ͱ؅ཧ͠ͳ͍ w (16ར༻ʹඞཁͳϥΠϒϥϦ $6%" ͸1Z1"ͷ؅ཧ͢ΔπʔϧͰ͸ͳ͍ͨΊ w ௨ৗͷϥΠϒϥϦʹ͸ඞཁͳ͍ͨΊ w ैͬͯɺ1Z1*Ҏ֎ͷύοέʔδϦϙδτϦ͔ΒΠϯετʔϧ͕ඞཁͳέʔε΋ w 1Z1*ʹσΟετϦϏϡʔγϣϯ͸$16ͷΈ w (16ͷυϥΠόʔ΍ͦΕʹԊͬͨ$6%"ͷόʔδϣϯΛखಈͰΠϯετʔϧ͢Δඞཁ΋ w खಈΏ͑ʹϛε͕ੜ͡΍͍͢

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©2021 Wantedly, Inc. 1Z5PSDIΛਖ਼͘͠؆୯ʹΠϯετʔϧ͢Δʹ͸ w 1PFUSZͷTPVSDFࢦఆػೳΛ༻͍Δ͜ͱͰ΍΍؆қʹ w 1PFUSZ͕ઃఆಡΉ͜ͱͰɺ1ZUIPOͷόʔδϣϯ΍04Λࢦఆ͢Δඞཁͳ͘ɺ 
 ؀ڥʹదͨ͠XIFFMϑΝΠϧΛΠϯετʔϧͯ͘͠ΕΔ

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©2021 Wantedly, Inc. GBTUUFYUͷΠϯετʔϧࣦഊࣄྫ w QPFUSZJOTUBMMGBTUUFYUΛ͢ΔͱΤϥʔ͕ൃੜ͢Δ ˞GBTUUFYU୯ޠͷΧςΰϦ෼ྨɾϕΫτϧԽͳͲ͕Ͱ͖ΔࣗવݴޠॲཧϥΠϒϥϦ

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©2021 Wantedly, Inc. GBTU5FYUͷΠϯετʔϧ͕ࣦഊ͢Δཧ༝ w Πϯετʔϧʹؔ࿈͢ΔΩʔϫʔυʹ஫໨

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©2021 Wantedly, Inc. GBTU5FYUͷΠϯετʔϧ͕ࣦഊ͢Δཧ༝ w 1ZCJOE w $ͷΫϥε΍ؔ਺Λ1ZUIPOͰར༻Ͱ͖ΔΑ͏ʹͳΔϥΠϒϥϦ w QZCJOEͰϥοϓ͞Εͨ$ίʔυ͸ɺ1ZUIPO͔Βར༻͢ΔલʹίϯύΠϧ͕ඞཁ w 1&1 w QZQSPKFDUUPNMͰϏϧυ͢ΔπʔϧΛબ΂ΔΑ͏ʹ͢Δن໿ w 1&1 w QZQSPKFDUUPNMʹϏϧυͷϓϩηεͰඞཁͳπʔϧΛ໌ه͢Δن໿ w 1PFUSZ w 1&1 ʹ४ڌͯ͠ϥΠϒϥϦΛΠϯετʔϧ͢Δ

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©2021 Wantedly, Inc. GBTU5FYUͷΠϯετʔϧ͕ࣦഊ͢Δཧ༝ w GBTU5FYU w 1&1 ʹະରԠ w QZQSPKFDUUPNMͷCVJMETZTUFNʹQZCJOEؚ͕·Ε͍ͯͳ͍ Ҿ༻: https://github.com/facebookresearch/fastText/pull/1270/files

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©2021 Wantedly, Inc. GBTU5FYUͷΠϯετʔϧΤϥʔରࡦ w QZQSPKFDUUPNMΛ࢖ͬͨCVJMEʹରԠ͢ΔΑ͏13Λ࡞੒ɾϚʔδΛґཔ w ͨͩ͠ϝϯςφϯε͞Εͯͳ͍Α͏ͳͷͰϚʔδ͞Ε͍ͯͳ͍ w ৽͍͠ඪ४ 1&1 ʹԊΘͳ͍ϥΠϒϥϦ͸ͳΔ΂͘։ൃʹ༻͍ͳ͍ w ϫʔΫΞϥ΢ϯυͱͯ͠͸XIFFMϑΝΠϧΛΠϯετʔϧ͠ɺQBUIΛ௚઀ࢦఆ

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©2021 Wantedly, Inc. 1ZUIPOͷύοέʔδΠϯετʔϧ͕೉͍͠ཧ༝

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©2021 Wantedly, Inc. 1ZUIPOͷྺ࢙͕௕͘ɺπʔϧͷ౷ഇ߹͕ଟ͍ w 1ZUIPO͸೥Ҏ্ͷྺ࢙Λ࣋ͭ w ٕज़ͷਐԽɾχʔζͷมԽʹΑΓଟ͘ͷπʔϧ͕౷ഇ߹͞ΕΔ w ͦ΋ͦ΋ద੾ʹϥΠϒϥϦΛΠϯετʔϧ͢Δʹ͸ଟ͘ͷ࢓૊Έ͕ඞཁ w ˠݱࡏɺ֤πʔϧͷ੹຿ͱɺͦΕΒΛͲ͏૊Έ߹ΘͤΔ΂͖͔஌Δͷ͕೉͍͠

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©2021 Wantedly, Inc. 1ZUIPOͷྺ࢙͕௕͘ɺπʔϧͷ౷ഇ߹͕ଟ͍ w ྫ͑͹͜Μͳײ͡🫠 w ઃఆϑΝΠϧSFRVJSFNFOUUYU 1JQ fi MF QZQSPKFDUUPNM w όʔδϣϯϚωʔδϟʔQZFOW SZF w Ծ૝؀ڥWFOW WJSUVBMFOW QPFUSZ SZF w ϏϧυπʔϧTFUVQUPPMT EJTUVUJMT QPFUSZ w ύοέʔδΠϯετʔϥʔFBTZ@JOTUBMM QJQ QPFUSZ QJQFOWCDPOEB SZF w σΟετϦϏϡʔγϣϯFHH XIFFM UBSH[

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©2021 Wantedly, Inc. 1ZUIPOϥΠϒϥϦͷґଘ͸ෳࡶʹͳΓ΍͍͢ w ਂ૚ֶशɾػցֶशͷ։ൃʹ༻͍ΒΕΔϥΠϒϥϦ͸ґଘ͕ෳࡶʹͳΓ΍͍͢ w ͦͷΑ͏ͳϥΠϒϥϦ͸ߴ଎ͳԋࢉ͕ඞཁ w ߴ଎ͳίϯύΠϥݴޠ $ ΍(16ʹґଘ w 04΍(16υϥΠόʔʹґଘ͕͔͔Δ w ϥΠϒϥϦͷϏϧυ࣌ʹґଘؔ܎ΛؚΊΔඞཁ͕͋Δ w 1Z1*Ͱ؅ཧ͠ͳ͍ϨΠϠʔͰͷґଘ͕͔͔Δ "#* w ϋʔυଆͷਐԽ΋ૣ͘ɺ௠෗Խ͠΍͍͢ w "QQMFTJMJDPOͷొ৔ w (16ͷυϥΠόΞοϓσʔτ

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©2021 Wantedly, Inc. ͦ΋ͦ΋ύοέʔδΠϯετʔϧʹ͸ଟ͘ͷෳࡶͳ࢓૊Έ͕ඞཁ w Ұݴʹॴ๬ͷ؀ڥʹϥΠϒϥϦΛΠϯετʔϧ͢Δͱ͍ͬͯ΋ଟ͘ͷ੍໿ʹґଘ͢Δ w 1ZUIPOόʔδϣϯɾԾ૝؀ڥɾ04ɾґଘϥΠϒϥϦʜ w ੍໿ɾߟྀ͢΂͖఺͕ଟ͍ͷͰෳࡶʹͳΔ Ҿ༻: https://tech.instacart.com/freezing-pythons-dependency-hell-in-2018-f1076d625241

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