Global AI Hackathon 勉強会

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE (MPCBM"*)BDLBUIPOษڧձ גࣜձࣾϦΫϧʔτςΫϊϩδʔζϏοάσʔλ෦ϓϩμΫτ։ൃάϧʔϓ Ԟా༟थ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w ϓϩϑΟʔϧ w Ԟా༟थ w ಸྑઌ୺Պֶٕज़େֶӃେֶଔ w όΠΦΠϯϑΥϚςΟΫε
Ҩ఻ࢠղੳ w झຯɾ܏޲ w ಡॻɺөըɺΧϝϥɺࣗసंɺྉཧͳͲ w ଟझຯͰ๞͖ੑɺܗ͔ΒೖΔλΠϓ w #%෦ͷ໾ׂ w ϏοάσʔλਓࡐྖҬ(ɿϦΫφϏ৽ଔ w ϏοάσʔλϓϩμΫτ։ൃ(ɿ/FPO w Ϗοάσʔλ෦௚Լ)35FDIɿ&4෼ੳ ࣗݾ঺հ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE RJJUBDPNZBHBZT !ZBH@BZT ZBHBZT ZVLJPLVEB ZBH@BZT

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ࠓ೔͓࿩͢Δ͜ͱ w ࿩͢͜ͱ w ϦΫϧʔτςΫϊϩδʔζͷఏڙ͢Δ8FC"1*l"35zͷػೳɾ࢖͍ํ w "35Λ࢖ͬͨϋϯζΦϯ w
࿩͞ͳ͍͜ͱ w (MPCBM"*)BDLBUIPOͷग़୊಺༰ ࢲ΋஌Γ·ͤΜ w ϓϩάϥϛϯάͷجૅ΍ΞϓϦέʔγϣϯͷ࡞Γํ w ػցֶशͷཧ࿦΍ϊ΢ϋ΢

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w ϦΫϧʔτ͸ଟछଟ༷ͳαʔϏεΛఏڙ͍ͯ͠·͢ w ࡶࢽ΍ωοτϝσΟΞͳͲଟ༷ͳαʔϏεΛఏڙ͍ͯ͠·͢ ϦΫϧʔτͱ͍͏ձࣾʹ͍ͭͯ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϦΫϧʔτςΫϊϩδʔζͷཱͪҐஔ U D D BS R H S
S w ϦΫϧʔτςΫϊϩδʔζ͸ɺϦΫϧʔτάϧʔϓͷ*5ɾωοτϚʔέςΟϯάྖҬ ͷςΫϊϩδʔ։ൃΛ୲͏ձࣾ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE & PM T D T T B PM
T R T B R T I TB I TB R T B T I TB PM T B I TB JD TB JD TB B Ϗοάσʔλղੳ෦໳ͷ૊৫ମ੍ʹ͍ͭͯ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϦΫϧʔτͷػցֶशʹΑΔιϦϡʔγϣϯ׆༻ͷ ෑډΛԼ͛ɺࣄۀͷαʔϏεͷՁ஋ΛߴΊΔͨΊͷ ൚༻తͳػցֶश"1*αʔϏε܈

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w ࣾ಺֤αʔϏεʹରͯ͠ػցֶशιϦϡʔγϣϯΛఏڙ w ϨίϝϯυɾਪનγεςϜɺը૾ೝࣝɺݪߘੜ੒ɺݪߘߍӾɺจষཁ໿ɺԻ੠ೝ ࣝɺର࿩ϘοτɺϢʔβଐੑਪఆɺʜʜ "35 Ξʔτ ʹؚ·ΕΔ֤ػೳ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 1VCMJD"1*ͱͯࣾ͠֎ʹެ։! IUUQTBSUSFDSVJUUFDIDPKQ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w 1VCMJD"1*ࣾ಺Ͱ஝ੵٕͨ͠ज़ΛແঈͰ֎෦ެ։ w ҰൠϢʔβͷํ͕ར༻Ͱ͖ΔΑ͏ͳٕज़Λز͔ͭ બग़͠ɺ֎෦༻ʹνϡʔχϯά্ͨ͠Ͱఏڙ w ఏڙ͢Δػೳछྨ w
5FYU$MBTTJpDBUJPO"1*ɿςΩετ෼ྨ w 5FYU4VHHFTU"1*ɿςΩετੜ੒αδΣετ w 1SPPGSFBEJOH"1*ɿݪߘߍӾ w 5BML"1*ɿνϟοτϘοτ w -JTUJOH"1*ɿϨίϝϯυ w *NBHF*OqVFODF"1*ɿը૾ೝࣝ 1VCMJD"1*ʹ͍ͭͯ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w ظ଴ͱ໨త w ଟछଟ༷ͳۀछɺଟ͘ͷར༻ऀʹ࢖͍ͬͯͨͩ͘͜ͱʹΑΔϑΟʔυόοΫ w ΦʔϓϯΠϊϕʔγϣϯ w ۙ೥ͷػցֶशΛऔΓר͘ϓϩμΫτ͸ෳࡶԽˠ୯ҰͷػೳΛෳ਺૊Έ߹Θͤͯ
ෳࡶͳ࢓૊ΈΛ࣮ݱ͢Δ͜ͱ͕ඞཁ w ը૾ೝࣝ͢Δ͚ͩɺจষ෼ྨ͢Δ͚ͩͰ͸ෆे෼ w طଘͷγεςϜͱͲͷΑ͏ʹ༥߹ͤ͞Δ͔ɺػցֶशͰ࣮ݱͰ͖ͳ͍෦෼Λิ ͏͔ w ͦΕͧΕͷػೳΛ͢΂ͯࣗલͰ༻ҙ͢ΔͷͰ͸ͳ͘ɺطʹଘࡏ͢Δ"1*Λ׆༻͢Δ ͜ͱͰɺૉૣ͍։ൃ͕ՄೳʹͳΔ 1VCMJD"1*

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϦΫϧʔτྲྀ"*σΟʔϓϥʔχϯάϏδωε׆༻ͷצॴ IUUQTXXXTMJEFTIBSFOFUSFDSVJUDPKQBJ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϦΫϧʔτྲྀ"*σΟʔϓϥʔχϯάϏδωε׆༻ͷצॴ w ݕ౼ฤ ໰୊Λਖ਼͘͠ݟۃΊΔ ظ଴஋Λௐ੔͢Δ
௕ظతͳ൐૸Λ֮ޛ͢Δ w ࣮૷ฤ ػցֶश෦෼ΛγεςϜຊମ͔Β෼཭ͤ͞Δ γϯϓϧͳํ๏͔Βࢼ͍ͯ͘͠ ݁ՌΛਖ਼͘͠ଌΔ )BDLBUIPO׆༻ฤ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ໰୊Λਖ਼͘͠ݟۃΊΔ w ػցֶशʹΑͬͯԿΛ͠ͳ͚Ε͹͍͚ͳ͍ͷ͔ʁΛ໰͍ଓ͚Δ w ࠷ऴతͳ໨తʹࢸΔͨΊʹɺͲͷΑ͏ͳ໰୊Λղ͘ͷ͔ʁΛߟ͑Δ w ݱ৔Ͱ͸໰୊͸ৗʹมΘΓଓ͚Δʢࢢ৔΍χʔζͷมԽʣ w
໰୊Λղܾ͢ΔͨΊʹ৽ͨͳ໰୊ΛੜΈग़ͯ͠͸͍͚ͳ͍ w ҆қͳػցֶशͷཚ༻͸ɺඞͣޙͷෛ࠴ʹܨ͕Δ w ෳ਺ͷ໰୊ΛҰ౓ʹղ͜͏ͱͯ͠͸͍͚ͳ͍ w ೋ㙽௥͏΋ͷ͸Ұ㙽Λ΋ಘͣ w ྫɿίετ࡟ݮͭͭ͠རӹ΋࠷େԽ͢Δਓ޻஌ೳ"* ಓ۩Λ࢖͏͜ͱ͕໨తʹ ͳͬͯ͸͍͚ͳ͍ʂ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯϚʔΛ࣋ͭਓʹ͸ɺ͢΂͕ͯఝʹݟ͑Δ *GBMMZPVIBWFJTBIBNNFS FWFSZUIJOHMPPLTMJLFBOBJM ΞϒϥϋϜɾϚζϩʔ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ظ଴஋Λௐ੔͢Δ w ਫ਼౓΁ͷظ଴ w ਓ͕ؒ׬ᘳʹͰ͖ͳ͍Α͏ʹɺػց͕ͷਫ਼౓Λग़͢͜ͱ͸ෆՄೳ w ਓؒʹ͚ۙͮΔ͜ͱ͸Մೳ w
੒Ռ΁ͷظ଴ w ࠷ۙͷ"*͸ࣗಈͰYY͕Ͱ͖Δ w কདྷతͳՄೳੑ΋ؚΊͭͭɺݱ࣌఺ͰͷՄೳෆՄೳΛ໌֬ʹ͢Δ w ධՁͷํ๏Λ͋Β͔͡ΊܾΊ͓ͯ͘ w ໨ඪͷఆྔԽΛͯ͠ɺؒҧͬͨํ޲ͷ౒ྗΛ͠ͳ͍ w Ϗδωεଆͷਓؒͱٕज़ऀ͕ɺڞ௨ͨ͠਺ࣈͰٞ࿦͢Δ͜ͱ͕େࣄ શ෦ػցֶशʹ΍Β ͤͳͯ͘΋ྑ͍ɻ Λ΍Βͤͯ࢒ ΓΛਓ͕ؒର Ԡͯ͠΋ྑ͍ɻ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w ਫ਼౓໘Ͱܧଓతͳվળ͕ඞཁ w ࠷ॳ͔Βਫ਼౓͕ཧ૝஋·Ͱ্͕ΔΘ͚Ͱ͸ͳ͍ w ਫ਼౓Λ্͍͛ͯ͘஍ಓͳ࡞ۀ͕ඞཁ w ਫ਼౓ΛৗʹධՁ͠ϞχλϦϯά͠ଓ͚Δඞཁ͕͋Δ
w ௕ظత൐૸ͷϙδςΟϒͳଆ໘ w σʔλ͕஝ੵ͍ͯ͘͜͠ͱͰਫ਼౓͸޲্͍ͯ͘͠ w ʮ໦͜ΓͷδϨϯϚʯʹؕΒͳ͍ w ໨ͷલͷ՝୊΋େࣄ͕ͩɺઌΛݟӽͯ͠౤ࢿΛ͢Δͷ΋େࣄ ௕ظతͳ൐૸Λ֮ޛ͢Δ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ػցֶश෦෼ΛγεςϜຊମ͔Β෼཭ͤ͞Δ w ؔ܎ੑΛૄʹ͢Δ w ద͢Δ։ൃελΠϧ͕ͦ΋ͦ΋ҧ͏ w ΢ΥʔλʔϑΥʔϧܕ։ൃWTΞδϟΠϧܕ։ൃ w
ຊମγεςϜͷ։ൃ͕ऴྃͯ͠΋ػցֶश෦෼ͷ؅ཧ͸ଓ͘ w ಠཱͯ͠։ൃ w ΠϯϓοτΞ΢τϓοτΛܾΊ͓͚ͯ͹ɺத਎ͷਫ਼౓޲্͸ຊମγεςϜʹӨڹ ͞Εͣʹ࣮ࢪͰ͖Δ w ϚΠΫϩαʔϏεతͳߟ͑ํ ػցֶशͱطଘγεςϜ͕ͳΔ ΂͘ૄ݁߹ʹͳΔΑ͏ʹ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE γϯϓϧͳํ๏͔Βࢼ͍ͯ͘͠ w ؆୯ͳํ๏͔Βࢼͯ͠ɺঃʑʹෳࡶͳख๏ʹਂ۷Δ w ͢΂ͯʹ͓͚ΔධՁͷج४Λ࡞Δ w ج४͕ແ͚Ε͹ਫ਼౓΍඼࣭ͷྑ͠ѱ͠Λ൑அͰ͖ͳ͍ w
ෳࡶͳ͜ͱʹ࣌ؒΛ͔͚ͯ͠·͏͜ͱʹΑΔख໭ΓΛແ͘͢ w ʮ͋Δ໰୊Λղ͘ͱ͖ɺͦͷ໰୊ΑΓ΋೉͍͠໰୊Λ్தͰղ͍ͯ͸ͳΒͳ͍ʯ CZ7BQOJLT1SJODJQMF σʔλ૿Ճͱͱ΋ʹਫ਼౓޲্ɹ ͍ͯ͘͠ಓے͑͞ݟ͍͑ͯΕ͹ɺ ܧଓతͳվળͷಓےΛࣔͤΔ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ݁ՌΛਖ਼͘͠ଌΔ w ߏஙͨ͠ػցֶश͕Ϗδωεͱͯ͠Ձ஋͕͋Δ͔Ͳ͏͔ w ΍ͬͯҙຯ͕͋Δͷʁ͋ͬͨͷʁʹ౴͑Δ w ࢪࡦͷલޙͰͲͷ,1*͕Ͳ͏มΘͬͨͷ͔Λଌఆ w
"#ςετʹΑΔ֬ೝ΋ॏཁ w ϩδοΫ͕ϒϥοΫϘοΫεͰ͋Δ͜ͱͷෆ҆ΛऔΓআ͘ w ਓؒͷײ֮ͱػցͷਫ਼౓͕Ұக͠ͳ͍͜ͱ͕͋Δ w ྫɿϨίϝϯυɾਪનγεςϜ ػցֶशʹৼΓճ͞Εͳ͍ɻ ຊ౰ʹػցֶशͷٕज़Ͱ໰୊͕ ղܾ͢Δ͔ΛݟۃΊͳ͍ͱɺɹ ͦΕ͢Δඞཁͳ͍Α͏Ͷͱɹɹ ݴΘΕ͔Ͷͳ͍

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "351VCMJD"1*ͷ࢖͍ํ֓ཁ w ར༻·ͰͷྲྀΕ ར༻͍ͨ͠ϓϩμΫτͷ"1*,FZΛൃߦ͢Δ ز͔ͭͷΤϯυϙΠϯτͰར༻Մೳͳ͜ͱΛ֬ೝ͢Δ
ʢϞσϧΛ࡞੒͢Δ৔߹͸ɺσʔλΛ༻ҙͯ͠ϞσϧΛֶशͤ͞Δʣ +BWB4DSJQU΍1ZUIPOͳͲ֤छϓϩάϥϛϯάݴޠʹ૊ΈࠐΜͰ࢖༻͢Δ w ར༻্ͷ஫ҙ఺ w "1*ίʔϧ਺ͷ੍ݶ͸͋Γ·ͤΜ͕ɺྑࣝͷൣғ಺Ͱར༻Լ͍͞ w ྫ͑͹ඵؒʹສճΈ͍ͨͳୟ͖ํΛ͞ΕΔͱ#"/ͷର৅ʹͳΓ·͢ʜʜ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "35ͷ࢖͍ํ "1*,FZͷൃߦ w "1*,FZ w "1*Λར༻͢ΔࡍʹඞཁʹͳΔϢʔβ͝ͱʹϢχʔΫͳจࣈྻ w
֤ϓϩμΫτʹݻ༗ʹൃߦ͞Ε·͢ w ྫ͑͹5BML"1*ͱ5FYU$MBTTJpDBUJPOͷͭΛར༻͍ͨ͠৔߹͸ɺͭͷ"1*,FZ ΛͦΕͧΕൃߦ͢Δඞཁ͕͋Γ·͢ w ஫ҙ఺ w ϢʔβΛಛఆ͢Δ΋ͷͰ͢ͷͰɺਓʹڭ͑ͨΓڞ༗ͯ͠ར༻͠ͳ͍Ͱ͍ͩ͘͞ w ΋͠(JUͷίϛοτʹೖΕͯ͠·ͬͨ౳Ͱมߋ͕ඞཁʹͳͬͨࡍ͸ɺ৽نൃߦͱಉ ͡ํ๏Ͱ࠶ൃߦ͢Δ͜ͱ͕Ͱ͖·͢

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "35ͷ࢖͍ํ "1*,FZͷൃߦ ֤ϓϩμΫτͷ"1*,FZൃߦը໘Λදࣔ ϝʔϧΞυϨεΛొ࿥ Ծొ࿥ͷϝʔϧͷ63-ΛΫϦοΫ ຊొ࿥ͷϝʔϧͷ"1*,FZΛ֬ೝ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w "1*,FZ͕ར༻Ͱ͖Δ͔ίϚϯυϥΠϯ͔Β֬ೝ w ·ͣ͸DVSM΍XHFUͳͲͰ"35ͷ"1*Λ࣮ߦ͠·͢ w ֤ϓϩμΫτͷϦϑΝϨϯεϖʔδԼ෦ʹʮ4".1-&3&26&45ʯ͕͋Γ·͢ͷ Ͱɺ࠷ॳ͸ͦͪΒΛ͏͔ͯ͝͠ΈͯԼ͍͞ "35ͷ࢖͍ํ
ίϚϯυϥΠϯ͔Β࣮ߦ͢Δ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "35ͷ࢖͍ํ ίϚϯυϥΠϯ͔Β࣮ߦ͢Δ $ curl -X POST https://api.a3rt.recruit-tech.co.jp/text_classification/v1/classify
\ -d apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA \ -d model_id=default \ —data-urlencode text='γεςϜͷاը͔Β։ൃɾӡ༻·Ͱ෯޿ؔ͘ΘΕ·͢ɻ' { "status": 0, "message": "ok", "classes": [ { "label": "ITΤϯδχΞʢγεςϜ։ൃɾSEɾΠϯϑϥʣ", "probability": 0.984695 }, [...]

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "35ͷ࢖͍ํ ίϚϯυϥΠϯ͔Β࣮ߦ͢Δ w Α͋͘ΔϨεϙϯεͷΤϥʔ಺༰ • {"status": 1400,
"message": "bad request”} w ϦΫΤετʹؚΊΔύϥϝʔλʹෆඋ͕͋Δ৔߹ w ֤ϓϩμΫτͷϦϑΝϨϯεΛ֬ೝ͠ɺඞਢͳύϥϝʔλΛࢦఆ͍ͯ͠Δ͔Λ ֬ೝ͍ͯͩ͘͠͞ • {"status": 1001, "message": "apikey not found"} w "1*,FZ͕ਖ਼͘͠ͳ͍৔߹ w ϓϩμΫτ͝ͱʹൃߦͨ͠"1*,FZΛར༻͍ͯ͠Δ͔֬ೝ͍ͯͩ͘͠͞

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "35ͷ࢖͍ํ σʔλΛ༻ҙͯ͠ϞσϧΛֶशͤ͞Δ w Ϣʔβ͕༻ҙͨ͠ϑΝΠϧΛαʔόʹΞοϓϩʔυ͢Δ w ͍͔ͭ͘ͷ"1*͸ϑΝΠϧͷΞοϓϩʔυ͓ΑͼϞσϧ࡞੒ػೳ͕͋Γ·͢ w
ֶश༻ͷσʔλΛ४උ͢Δඞཁ͕͋Γ·͕͢ɺ޷͖ͳΑ͏ʹΧελϚΠζͯ͠ར ༻͢Δ͜ͱ͕Ͱ͖·͢ w खॱ ֶश༻ϑΝΠϧΛΞοϓϩʔυ͢Δ63-Λऔಘ͢Δ ֶश༻ϑΝΠϧΛΞοϓϩʔυ͢Δ ֶश༻ϑΝΠϧΛ΋ͱʹϞσϧΛֶशͤ͞Δ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE $ curl -X POST https://api.a3rt.recruit-tech.co.jp/text_classification/v1/dataset \ -d apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
{ "status": 0, "message": “ok", "dataset_url": “https://a3rt-classification.s3.amazonaws.com/ becfe49f-7324-4c6c-8437-00618cea2d6b? AWSAccessKeyId=AKIAIJWYSBX56JFOEFTA&Expires=1497766719&Signature=Rbvd%2BgkPRoZn %2BIhuZ5yugBNass4%3D", "dataset_id": “becfe49f-7324-4c6c-8437-00618cea2d6b" } w ֶश༻ϑΝΠϧΛΞοϓϩʔυ͢Δ63-Λऔಘ͢Δ "35ͷ࢖͍ํ σʔλΛ༻ҙͯ͠ϞσϧΛֶशͤ͞Δ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE $ curl -D - -X PUT --upload-file upload_20newsgroup.csv
'https://a3rt- classification.s3.amazonaws.com/becfe49f-7324-4c6c-8437-00618cea2d6b? AWSAccessKeyId=AKIAIJWYSBX56JFOEFTA&Expires=1497766719&Signature=Rbvd%2BgkPRoZn %2BIhuZ5yugBNass4%3D' HTTP/1.1 100 Continue HTTP/1.1 200 OK x-amz-id-2: Xs2b/nIzW0QZ9RrNUpgcrkgJQ1HU2d4rt60vwWi3Ady9aqud0QpOeXUypHkjk5QEN4m/ 5ZubCnE= x-amz-request-id: B14AF636EB83FE1B Date: Sun, 18 Jun 2017 06:16:56 GMT ETag: "8f34418bbc144e9af6cb31b65ebf7bac" Content-Length: 0 Server: AmazonS3 w ֶश༻ϑΝΠϧΛΞοϓϩʔυ͢Δ "35ͷ࢖͍ํ σʔλΛ༻ҙͯ͠ϞσϧΛֶशͤ͞Δ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE $ curl -X POST https://api.a3rt.recruit-tech.co.jp/text_classification/v1/model \ -d apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA
\ -d dataset_id=becfe49f-7324-4c6c-8437-00618cea2d6b w ֶश༻ϑΝΠϧΛ΋ͱʹϞσϧΛֶशͤ͞Δ "35ͷ࢖͍ํ σʔλΛ༻ҙͯ͠ϞσϧΛֶशͤ͞Δ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "35ͷ࢖͍ํ ϓϩάϥϛϯάݴޠʹ૊ΈࠐΉ w ݱࡏఏڙͰ͖Δ4%,͸+BWB4DSJQUͱ1ZUIPOͷݴޠ w ಺෦৹ࠪͷ౎߹্·ͩެ։͸ग़དྷ͓ͯΓ·ͤΜ͕ɺݸผʹϓϩάϥϜΛ͓౉͢͠ Δ͜ͱ͸ՄೳͰ͢

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w 1ZUIPOͷ৔߹ "35ͷ࢖͍ํ ϓϩάϥϛϯάݴޠʹ૊ΈࠐΉ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w +BWB4DSJQUͷ৔߹ <script type="text/javascript" src="./A3RT_SDK.js"></script> a3rt_text_classification(input_apikey,input_model,input_text).done(function(json){ $("#text_classification_result").append("<div>" +
json.message +"</div>"); [...] }); "35ͷ࢖͍ํ ϓϩάϥϛϯάݴޠʹ૊ΈࠐΉ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯζΦϯɿ 5FYU$MBTTJpDBUJPO"1*Λར༻ͯ͠ɺٻਓͷଟΫϥε෼ྨΛ࣮ߦ͢Δ ϋϯζΦϯɿ *NBHF*OqVFODF"1*Λར༻ͯ͠ɺը૾ͷείΞϦϯάΛ࣮ߦ͢Δ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯζΦϯɿ 5FYU$MBTTJpDBUJPO"1*Λར༻ͯ͠ɺٻਓͷଟΫϥε෼ྨΛ࣮ߦ͢Δ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯζΦϯɿ5FYU$MBTTJpDBUJPO"1* w ֓ཁ w $POWPMVUJPOBM/FVSBM/FUXPSLΛར༻ͯ͠จষͷ෼ྨΛߦ͏"1* w ػೳ w
৬छͷٻਓͷଟ஋෼ྨ σϑΥϧτϞσϧ w Ϣʔβ͕Ξοϓϩʔυͨ͠σʔλͷϞσϧ࡞੒༧ଌػೳ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯζΦϯɿ5FYU$MBTTJpDBUJPO"1* { "status": 0, "message": "ok", "classes": [
{ "probability": 0.958804, "label": "ITΤϯδχΞʢγεςϜ։ൃɾSEɾΠϯϑϥʣ" }, [...] ] } τϐοΫ΁ͷॴଐ֬཰஋ τϐοΫ໊ʢϥϕϧʣ $ curl -X POST https://api.a3rt.recruit-tech.co.jp/text_classification/v1/ classify -d "apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA" -d model_id=default -d "text='γεςϜͷاը͔Β։ൃɾӡ༻·Ͱ෯޿ؔ͘ΘΕ·͢ɻ'"

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯζΦϯɿ಺༰ w 5FYU$MBTTJpDBUJPOΛར༻ͯ͠ɺٻਓͷଟΫϥε෼ྨΛ࣮ߦ͢Δ 5FYU$MBTTJpDBUJPO"1*ͷ"1*,FZΛऔಘ͢Δ DVSMΛར༻ͯ͠DMBTTJGZ"1*ʹΫΤϦΛ౤͛Δ
ϨεϙϯεͷKTPOͷத͔ΒɺҰ൪֬཰஋ͷߴ͍ϥϕϧΛ֬ೝ͢Δ IUUQTBSUSFDSVJUUFDIDPKQQSPEVDUUFYU$MBTTJpDBUJPO"1* $ curl -X POST https://api.a3rt.recruit-tech.co.jp/text_classification/v1/classify \ -d apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA \ -d model_id=default \ —data-urlencode text='γεςϜͷاը͔Β։ൃɾӡ༻·Ͱ෯޿ؔ͘ΘΕ·͢ɻ'

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯζΦϯɿ *NBHF*OqVFODF"1*Λར༻ͯ͠ɺը૾ͷείΞϦϯάΛ࣮ߦ͢Δ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE *NBHF*OqVFODF"1* w ֓ཁ w ը૾ͱը૾ʹରԠ͢Δ఺਺Λ༻ҙ͢Δͱɺະ஌ͷը૾͕ࣗ෼޷Έ͔Ͳ͏͔Λ఺਺ Ͱ༧ଌ͢Δ͜ͱ͕Ͱ͖Δ"1* w ػೳ
w ೑ը૾ͷ఺਺༧ଌ σϑΥϧτϞσϧ w Ϣʔβ͕Ξοϓϩʔυͨ͠σʔλͷϞσϧ࡞੒༧ଌػೳ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE *NBHF*OqVFODF"1* { "status": 0, "message": "ok", "result": {
"score": 3.729642152786255 } } ը૾ͷ࠾఺݁Ռʢd఺ʣ $ curl -X POST -F apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA -F [email protected] -F predict=1 https://api.a3rt.recruit-tech.co.jp/ image_influence/v1/meat_score

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯζΦϯ w *NBHF*OqVFODF"1*Λར༻ͯ͠ɺը૾ͷείΞϦϯάΛ࣮ߦ͢Δ *NBHF*OqVFODF"1*ͷ"1*,FZΛऔಘ͢Δ ೑ը૾Λ༻ҙͯ͠ɺJNBHFTDPSJOH"1*ʹΫΤϦΛ౤͛Δ TBNQMFKQHͱ໊લΛ
෇͚Δ Ϩεϙϯε಺ͷείΞΛ֬ೝ͢Δ IUUQTBSUSFDSVJUUFDIDPKQQSPEVDUJNBHF*OqVFODF"1* $ curl -X POST \ -F apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA \ -F [email protected] \ -F predict=1 https://api.a3rt.recruit-tech.co.jp/image_influence/v1/ meat_score

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w ఏڙ͢Δػೳछྨ w 5FYU$MBTTJpDBUJPO"1*ɿςΩετ෼ྨ w 5FYU4VHHFTU"1*ɿςΩετੜ੒αδΣετ w 1SPPGSFBEJOH"1*ɿݪߘߍӾ
w 5BML"1*ɿνϟοτϘοτ w -JTUJOH"1*ɿϨίϝϯυ w *NBHF*OqVFODF"1*ɿը૾ೝࣝ 1VCMJD"1*ͷ֤ϓϩμΫτ঺հ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE -JTUJOH"1* w ֓ཁ w ϨίϝϯυϦετɺΞΠςϜؒͷ૬ؔϦετͳͲɺϦετΛੜ੒͢ΔͨΊͷ"1* w ػೳ w
Ϣʔβ͕Ξοϓϩʔυͨ͠σʔλͷϞσϧ࡞੒༧ଌػೳ w Ϣʔβʹରͯ͠ͷΞΠςϜͷϨίϝϯυϦετΛ࡞੒͢Δ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE -JTUJOH"1* VTFS@JE JUFN@JE UJNF@TUBNQ VTFS@ JUFN@" VTFS@
JUFN@% VTFS@ JUFN@) VTFS@ JUFN@# VTFS@ JUFN@" VTFS@ JUFN@) VTFS@ JUFN@$ *OQVU 0VUQVU VTFS@JE TDPSF@ TDPSF@ ʜ VTFS@ JUFN@$ JUFN@" ʜ VTFS@ JUFN@% JUFN@) ʜ VTFS@ JUFN@& JUFN@1 ʜ VTFS@"ˠ%ˠ) VTFS@#ˠ"ˠ) VTFS@$

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE -JTUJOH"1* w ߟ͑ํ w ಺෦ϩδοΫ͸XPSEWFDͰ༗໊ͳ4LJHHSBNΛར༻͍ͯ͠Δ w Ԡ༻ྫ w
ߪങཤྺͳͲ͔ΒͷΞΠςϜਪન

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE *NBHF*OqVFODF"1* w ֓ཁ w ը૾ͱը૾ʹରԠ͢Δ఺਺Λ༻ҙ͢Δͱɺະ஌ͷը૾͕ࣗ෼޷Έ͔Ͳ͏͔Λ఺਺ Ͱ༧ଌ͢Δ͜ͱ͕Ͱ͖Δ"1* w ػೳ
w ೑ը૾ͷ఺਺༧ଌ σϑΥϧτϞσϧ w Ϣʔβ͕Ξοϓϩʔυͨ͠σʔλͷϞσϧ࡞੒༧ଌػೳ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE *NBHF*OqVFODF"1* { "status": 0, "message": "ok", "result": {
"score": 3.729642152786255 } } ը૾ͷ࠾఺݁Ռʢd఺ʣ $ curl -X POST -F apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA -F [email protected] -F predict=1 https://api.a3rt.recruit-tech.co.jp/ image_influence/v1/meat_score

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE *NBHF*OqVFODF"1* w ߟ͑ํ w ֶशσʔλ͑͞༻ҙ͢Ε͹ɺ<ը૾ ఺਺> <ը૾ ఺਺>ͱ͍ͬͨϖΞ͕ੜ੒
Ͱ͖Δ w ը૾ʹείΞΛ෇͚Ε͹ɺը૾ؒͷൺֱ΍ฒ΂ସ͕͑Ͱ͖Δ w ฒ΂ସ͑ɿ༏ઌ౓෇͚ɺ࠷దͳ΋ͷͷϐοΫΞοϓͱ͍ͬͨԠ༻ w Ԡ༻ྫ w *OTUBHSBN౳ͷ4/4Ͱ͝൧ͷࣸਅͷϐοΫΞοϓʢඒຯͦ͠͏ʹࡱΕͨࣸਅΛࣗ ಈͰબ୒͢ΔͳͲʣ w هࣄͷதͰͲͷը૾ΛαϜωΠϧʹ͢Ε͹͍͍͔ʁΛࣗಈ൑ผ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU$MBTTJpDBUJPO"1* w ֓ཁ w $POWPMVUJPOBM/FVSBM/FUXPSLΛར༻ͯ͠จষͷ෼ྨΛߦ͏"1* w ػೳ w
৬छͷٻਓͷଟ஋෼ྨ σϑΥϧτϞσϧ w Ϣʔβ͕Ξοϓϩʔυͨ͠σʔλͷϞσϧ࡞੒༧ଌػೳ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU$MBTTJpDBUJPO"1* { "status": 0, "message": "ok", "classes": [
{ "probability": 0.958804, "label": "ITΤϯδχΞʢγεςϜ։ൃɾSEɾΠϯϑϥʣ" }, [...] ] } τϐοΫ΁ͷॴଐ֬཰஋ τϐοΫ໊ʢϥϕϧʣ $ curl -X POST https://api.a3rt.recruit-tech.co.jp/text_classification/v1/ classify -d "apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA" -d model_id=default -d "text='γεςϜͷاը͔Β։ൃɾӡ༻·Ͱ෯޿ؔ͘ΘΕ·͢ɻ'"

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU$MBTTJpDBUJPO"1* w ߟ͑ํ w ςΩετͷଟΫϥε෼ྨ w ݫີʹଟΫϥεʹ෼͚Δͷ͕೉͚͠Ε͹ɺ<MBCFM MBCFM
FUD>ͱ͍ͬͨΑ͏ʹ ʮͦͷଞʯΫϥεΛ࡞੒ͯ͠·ͱΊͯ͠·͏ͷ΋Մೳ w ෼ྨɿλά෇͚ͳͲʹ΋ར༻Մೳ w Ԡ༻ྫ w εύϜ൑ఆʢεύϜ͔ී௨ͷ౤ߘ͔ͷ൑ผʣ w 5XJUUFSͷ࿩୊൑ఆʢεϙʔπͷ࿩୊ͳͷ͔ɺΰγοϓͷ࿩୊ͳͷ͔ɺͳͲʜʜʣ w ςΩετͷࣗಈλά෇͚

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU4VHHFTU"1* w ֓ཁ w 3FDVSSFOU/FVSBM/FUXPSL΍-45.ͱݺ͹ΕΔߏ଄ͷݴޠϞσϧΛར༻ͨ͠ɺ จষͷࣗಈੜ੒͓ΑͼೖྗิॿΛ࣮ݱ͢Δ"1* w ػೳ
w ୯ޠͷޙʹଓ͘จষΛαδΣετ w ఏڙ͞Ε͍ͯΔϞσϧ͸ɺݱ୅จɾ࿨Վɾϓϩάϥϛϯάݴޠ (P ͷछྨ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU4VHHFTU"1* { "status": 0, "message": "ok", "suggestion": [
"ͷ্ʹݘ͕࠲͍ͬͯ·͢ɻ", "͕̏಄ཱ͍ͬͯ·͢ɻ", "ͷԣͷํ͕ݟ͑·͢ɻ" ] $ curl -X POST https://api.a3rt.recruit-tech.co.jp/talk/v1/smalltalk -F "apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA" -F "query=͍͍ఱؾͰ͢Ͷ" ੜ੒จΛ֨ೲͨ͠഑ྻ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU4VHHFTU"1* w ߟ͑ํ w ಛఆ୯ޠʹଓ͘ςΩετͷੜ੒ w Ϟσϧࣗମ͸ݻఆͳͷͰɺͪΐͬͱ࢖͍ಓ͕೉͍͔͠΋ʜʜ w
Ԡ༻ྫ w Ϟσϧ࡞੒ػೳΛۙ೔ެ։༧ఆͰ͢ʢ)BDLBUIPOʹؒʹ߹Θͳ͍ͯ͘͢·ͤΜʜʣ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 1SPPGSFBEJOH"1*จষߍӾ w ֓ཁ w -45.Λར༻ͯ͠จষͱͯ͠ո͍͠ՕॴΛݕ஌͢Δ"1* w ػೳ w
೔ຊޠͱͯ͠ෆద੾ͳՕॴͷࢦఠ͓ΑͼείΞϦϯά

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 1SPPGSFBEJOH"1*จষߍӾ { "status": 1, "message": "pointed out", "alerts":
[ { "checkedSentence": "γεςϜ ͷ <<ؾ>> ֨ ͔Β ։ൃ ɾ ӡ༻ ·Ͱ ෯޿͘ ؔΘΕ ·͢ ɻ", "alertCode": 1, "alertDetail": "unnatural", "word": "ؾ", "rankingScore": 0.16431238837473616 }, [...] ] } ࢦఠՕॴΛͰࣔͨ͠จ ࢦఠͷछྨ΍ৄࡉ ࢦఠ୯ޠ ࢦఠͨ͠୯ޠͷٙΘ͠͞Λࣔ͢ࢦඪ $ curl "https://api.a3rt.recruit-tech.co.jp/proofreading/v1/typo? apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA&sentence=γεςϜͷؾ͔֨Β։ൃɾӡ༻·Ͱ ෯޿ؔ͘ΘΕ·͢ɻ"

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 1SPPG3FBEJOH"1*จষߍӾ w ߟ͑ํ w จষߍӾͰɺޡࣈ୤ࣈͳͲͷݕ஌Λߦ͏ w Ԡ༻ྫ w
Ϣʔβ͕౤ߘͨ͠ςΩετͷࣗಈߍӾ w (JUIVCʹJTTVFΛ౤ߘ͢ΔͱࣗಈͰߍਖ਼͕૸ΔΑ͏ͳγεςϜ w ଞͷݪߘߍӾʢ3FE1FOͳͲʣͱ૊Έ߹ΘͤΔ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5BML"1*ࡶஊ w ֓ཁ w $IBUCPUΛ࡞੒͢ΔͨΊͷ೔ৗձ࿩Ԡ౴"1* w ػೳ w
Ϣʔβͷ೔ৗձ࿩ͷ໰͍͔͚ʹର͢ΔԠ౴

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5BML"1*ࡶஊ { "status": 0, "message": "ok", "results": [
{ "perplexity": 0.12975786883239396, "reply": "੖ΕͯΑ͔ͬͨͰ͢" } ] } $ curl -X POST https://api.a3rt.recruit-tech.co.jp/talk/v1/smalltalk -F "apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA" -F "query=͍͍ఱؾͰ͢Ͷ" ༧ଌੑೳʢύʔϓϨΩγςΟʣ Ԡ౴ςΩετ

$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5BML"1*ࡶஊ w ߟ͑ํ w ೔ৗձ࿩Ԡ౴ʹಛԽͨ͠"1* w ຖճॳظঢ়ଶ͔Βࣗಈੜ੒͍ͯ͠ΔͷͰɺίϯςΩετΛอଘ͍ͯ͠·ͤΜ w
νϟοτʹԿ͔஌ࣝΛڭ͑Δͱ͍͏͜ͱ͸Ͱ͖·ͤΜ w ʮ౦ژ͸೔ຊͷट౎Ͱ͢ʯ͔Βʮ೔ຊͷट౎͸ʁʯͱฉ͍ͯ΋ڭ͑ͯ͘Εͳ͍ w Ԡ༻ྫ w '"2ͷࣗಈԠ౴γεςϜ w ࠷ॳʹ5FYU$MBTTJpDBUJPOͰ࣭໰จ͔ࡶஊจ͔Λ൑ఆ͠ɺ͔ͦ͜Β࣭໰จͳΒ ઐ༻ͷԠ౴ϩδοΫʹɺࡶஊจͳΒ5BML"1*ʹճ͢ͱ͍ͬͨӡ༻

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