Global AI Hackathon 勉強会
Sponsored
·
SiteGround - Reliable hosting with speed, security, and support you can count on.
→
SiteGround - Reliable hosting with speed, security, and support you can count on.
→
Share
Embed
Global AI Hackathon 勉強会
2017/06/19 AI Hackathon事前情報インプット勉強会（その1）「A3RT」での、奥田の講演資料になります
Recruit Technologies
June 22, 2017
Transcript
69 slides
-
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w ϓϩϑΟʔϧ w Ԟా༟थ w ಸྑઌՊֶٕज़େֶӃେֶଔ w όΠΦΠϯϑΥϚςΟΫε
Ҩࢠղੳ w झຯɾ w ಡॻɺөըɺΧϝϥɺࣗసंɺྉཧͳͲ w ଟझຯͰ͖ੑɺܗ͔ΒೖΔλΠϓ w #%෦ͷׂ w ϏοάσʔλਓࡐྖҬ(ɿϦΫφϏ৽ଔ w ϏοάσʔλϓϩμΫτ։ൃ(ɿ/FPO w Ϗοάσʔλ෦Լ)35FDIɿ&4ੳ ࣗݾհ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ࠓ͓͢Δ͜ͱ w ͢͜ͱ w ϦΫϧʔτςΫϊϩδʔζͷఏڙ͢Δ8FC"1*l"35zͷػೳɾ͍ํ w "35ΛͬͨϋϯζΦϯ w
͞ͳ͍͜ͱ w (MPCBM"*)BDLBUIPOͷग़༰ ࢲΓ·ͤΜ w ϓϩάϥϛϯάͷجૅΞϓϦέʔγϣϯͷ࡞Γํ w ػցֶशͷཧϊϋ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϦΫϧʔτςΫϊϩδʔζͷཱͪҐஔ U D D BS R H S
S w ϦΫϧʔτςΫϊϩδʔζɺϦΫϧʔτάϧʔϓͷ*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 Ϗοάσʔλղੳ෦ͷ৫ମ੍ʹ͍ͭͯ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w 1VCMJD"1*ࣾͰੵٕͨ͠ज़ΛແঈͰ֎෦ެ։ w ҰൠϢʔβͷํ͕ར༻Ͱ͖ΔΑ͏ͳٕज़Λز͔ͭ બग़͠ɺ֎෦༻ʹνϡʔχϯά্ͨ͠Ͱఏڙ w ఏڙ͢Δػೳछྨ w
5FYU$MBTTJpDBUJPO"1*ɿςΩετྨ w 5FYU4VHHFTU"1*ɿςΩετੜαδΣετ 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 ظͱత w ଟछଟ༷ͳۀछɺଟ͘ͷར༻ऀʹ͍ͬͯͨͩ͘͜ͱʹΑΔϑΟʔυόοΫ w ΦʔϓϯΠϊϕʔγϣϯ w ۙͷػցֶशΛऔΓר͘ϓϩμΫτෳࡶԽˠ୯ҰͷػೳΛෳΈ߹Θͤͯ
ෳࡶͳΈΛ࣮ݱ͢Δ͜ͱ͕ඞཁ w ը૾ೝࣝ͢Δ͚ͩɺจষྨ͢Δ͚ͩͰෆे w طଘͷγεςϜͱͲͷΑ͏ʹ༥߹ͤ͞Δ͔ɺػցֶशͰ࣮ݱͰ͖ͳ͍෦Λิ ͏͔ w ͦΕͧΕͷػೳΛͯࣗ͢લͰ༻ҙ͢ΔͷͰͳ͘ɺطʹଘࡏ͢Δ"1*Λ׆༻͢Δ ͜ͱͰɺૉૣ͍։ൃ͕ՄೳʹͳΔ 1VCMJD"1* -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϦΫϧʔτྲྀ"*σΟʔϓϥʔχϯάϏδωε׆༻ͷצॴ w ݕ౼ฤ Λਖ਼͘͠ݟۃΊΔ ظΛௐ͢Δ
ظతͳΛ֮ޛ͢Δ w ࣮ฤ ػցֶश෦ΛγεςϜຊମ͔Βͤ͞Δ γϯϓϧͳํ๏͔Βࢼ͍ͯ͘͠ ݁ՌΛਖ਼͘͠ଌΔ )BDLBUIPO׆༻ฤ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE Λਖ਼͘͠ݟۃΊΔ w ػցֶशʹΑͬͯԿΛ͠ͳ͚Ε͍͚ͳ͍ͷ͔ʁΛ͍ଓ͚Δ w ࠷ऴతͳతʹࢸΔͨΊʹɺͲͷΑ͏ͳΛղ͘ͷ͔ʁΛߟ͑Δ w ݱͰৗʹมΘΓଓ͚ΔʢࢢχʔζͷมԽʣ w
Λղܾ͢ΔͨΊʹ৽ͨͳΛੜΈग़͍͚ͯ͠ͳ͍ w ҆қͳػցֶशͷཚ༻ɺඞͣޙͷෛ࠴ʹܨ͕Δ w ෳͷΛҰʹղ͜͏ͱ͍͚ͯ͠ͳ͍ w ೋ㙽͏ͷҰ㙽Λಘͣ w ྫɿίετݮͭͭ͠རӹ࠷େԽ͢Δਓೳ"* ಓ۩Λ͏͜ͱ͕తʹ ͳ͍͚ͬͯͳ͍ʂ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ظΛௐ͢Δ w ਫ਼ͷظ w ਓ͕ؒᘳʹͰ͖ͳ͍Α͏ʹɺػց͕ͷਫ਼Λग़͢͜ͱෆՄೳ w ਓؒʹ͚ۙͮΔ͜ͱՄೳ w
Ռͷظ w ࠷ۙͷ"*ࣗಈͰYY͕Ͱ͖Δ w কདྷతͳՄೳੑؚΊͭͭɺݱ࣌ͰͷՄೳෆՄೳΛ໌֬ʹ͢Δ w ධՁͷํ๏Λ͋Β͔͡ΊܾΊ͓ͯ͘ w ඪͷఆྔԽΛͯ͠ɺؒҧͬͨํͷྗΛ͠ͳ͍ w Ϗδωεଆͷਓؒͱٕज़ऀ͕ɺڞ௨ͨ͠ࣈͰٞ͢Δ͜ͱ͕େࣄ શ෦ػցֶशʹΒ ͤͳͯ͘ྑ͍ɻ ΛΒͤͯ ΓΛਓ͕ؒର Ԡͯ͠ྑ͍ɻ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE w ਫ਼໘Ͱܧଓతͳվળ͕ඞཁ w ࠷ॳ͔Βਫ਼͕ཧ·Ͱ্͕ΔΘ͚Ͱͳ͍ w ਫ਼Λ্͍͛ͯ͘ಓͳ࡞ۀ͕ඞཁ w ਫ਼ΛৗʹධՁ͠ϞχλϦϯά͠ଓ͚Δඞཁ͕͋Δ
w ظతͷϙδςΟϒͳଆ໘ w σʔλ͕ੵ͍ͯ͘͜͠ͱͰਫ਼্͍ͯ͘͠ w ʮ͜ΓͷδϨϯϚʯʹؕΒͳ͍ w ͷલͷ՝େࣄ͕ͩɺઌΛݟӽͯ͠ࢿΛ͢Δͷେࣄ ظతͳΛ֮ޛ͢Δ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ػցֶश෦ΛγεςϜຊମ͔Βͤ͞Δ w ؔੑΛૄʹ͢Δ w ద͢Δ։ൃελΠϧ͕ͦͦҧ͏ w ΥʔλʔϑΥʔϧܕ։ൃWTΞδϟΠϧܕ։ൃ w
ຊମγεςϜͷ։ൃ͕ऴྃͯ͠ػցֶश෦ͷཧଓ͘ w ಠཱͯ͠։ൃ w ΠϯϓοτΞτϓοτΛܾΊ͓͚ͯɺதͷਫ਼্ຊମγεςϜʹӨڹ ͞Εͣʹ࣮ࢪͰ͖Δ w ϚΠΫϩαʔϏεతͳߟ͑ํ ػցֶशͱطଘγεςϜ͕ͳΔ ͘ૄ݁߹ʹͳΔΑ͏ʹ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE γϯϓϧͳํ๏͔Βࢼ͍ͯ͘͠ w ؆୯ͳํ๏͔Βࢼͯ͠ɺঃʑʹෳࡶͳख๏ʹਂ۷Δ w ͯ͢ʹ͓͚ΔධՁͷج४Λ࡞Δ w ج४͕ແ͚Εਫ਼࣭ͷྑ͠ѱ͠ΛஅͰ͖ͳ͍ w
ෳࡶͳ͜ͱʹ࣌ؒΛ͔͚ͯ͠·͏͜ͱʹΑΔखΓΛແ͘͢ w ʮ͋ΔΛղ͘ͱ͖ɺͦͷΑΓ͍͠Λ్தͰղ͍ͯͳΒͳ͍ʯ CZ7BQOJLT1SJODJQMF σʔλ૿Ճͱͱʹਫ਼্ɹ ͍ͯ͘͠ಓے͑͞ݟ͍͑ͯΕɺ ܧଓతͳվળͷಓےΛࣔͤΔ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ݁ՌΛਖ਼͘͠ଌΔ w ߏஙͨ͠ػցֶश͕Ϗδωεͱͯ͠Ձ͕͋Δ͔Ͳ͏͔ w ͬͯҙຯ͕͋Δͷʁ͋ͬͨͷʁʹ͑Δ w ࢪࡦͷલޙͰͲͷ,1*͕Ͳ͏มΘͬͨͷ͔Λଌఆ w
"#ςετʹΑΔ֬ೝॏཁ w ϩδοΫ͕ϒϥοΫϘοΫεͰ͋Δ͜ͱͷෆ҆ΛऔΓআ͘ w ਓؒͷײ֮ͱػցͷਫ਼͕Ұக͠ͳ͍͜ͱ͕͋Δ w ྫɿϨίϝϯυɾਪનγεςϜ ػցֶशʹৼΓճ͞Εͳ͍ɻ ຊʹػցֶशͷٕज़Ͱ͕ ղܾ͢Δ͔ΛݟۃΊͳ͍ͱɺɹ ͦΕ͢Δඞཁͳ͍Α͏Ͷͱɹɹ ݴΘΕ͔Ͷͳ͍ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "351VCMJD"1*ͷ͍ํ֓ཁ w ར༻·ͰͷྲྀΕ ར༻͍ͨ͠ϓϩμΫτͷ"1*,FZΛൃߦ͢Δ ز͔ͭͷΤϯυϙΠϯτͰར༻Մೳͳ͜ͱΛ֬ೝ͢Δ
ʢϞσϧΛ࡞͢Δ߹ɺσʔλΛ༻ҙͯ͠ϞσϧΛֶशͤ͞Δʣ +BWB4DSJQU1ZUIPOͳͲ֤छϓϩάϥϛϯάݴޠʹΈࠐΜͰ༻͢Δ w ར༻্ͷҙ w "1*ίʔϧͷ੍ݶ͋Γ·ͤΜ͕ɺྑࣝͷൣғͰར༻Լ͍͞ w ྫ͑ඵؒʹສճΈ͍ͨͳୟ͖ํΛ͞ΕΔͱ#"/ͷରʹͳΓ·͢ʜʜ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "35ͷ͍ํ "1*,FZͷൃߦ w "1*,FZ w "1*Λར༻͢ΔࡍʹඞཁʹͳΔϢʔβ͝ͱʹϢχʔΫͳจࣈྻ w
֤ϓϩμΫτʹݻ༗ʹൃߦ͞Ε·͢ w ྫ͑5BML"1*ͱ5FYU$MBTTJpDBUJPOͷͭΛར༻͍ͨ͠߹ɺͭͷ"1*,FZ ΛͦΕͧΕൃߦ͢Δඞཁ͕͋Γ·͢ w ҙ w ϢʔβΛಛఆ͢ΔͷͰ͢ͷͰɺਓʹڭ͑ͨΓڞ༗ͯ͠ར༻͠ͳ͍Ͱ͍ͩ͘͞ w ͠(JUͷίϛοτʹೖΕͯ͠·ͬͨͰมߋ͕ඞཁʹͳͬͨࡍɺ৽نൃߦͱಉ ͡ํ๏Ͱ࠶ൃߦ͢Δ͜ͱ͕Ͱ͖·͢ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "35ͷ͍ํ 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༻·Ͱ෯ؔ͘ΘΕ·͢ɻ' { "status": 0, "message": "ok", "classes": [ { "label": "ITΤϯδχΞʢγεςϜ։ൃɾSEɾΠϯϑϥʣ", "probability": 0.984695 }, [...] -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE "35ͷ͍ํ ίϚϯυϥΠϯ͔Β࣮ߦ͢Δ w Α͋͘ΔϨεϙϯεͷΤϥʔ༰ • {"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 "35ͷ͍ํ σʔλΛ༻ҙͯ͠ϞσϧΛֶशͤ͞Δ w Ϣʔβ͕༻ҙͨ͠ϑΝΠϧΛαʔόʹΞοϓϩʔυ͢Δ w ͍͔ͭ͘ͷ"1*ϑΝΠϧͷΞοϓϩʔυ͓ΑͼϞσϧ࡞ػೳ͕͋Γ·͢ w
ֶश༻ͷσʔλΛ४උ͢Δඞཁ͕͋Γ·͕͢ɺ͖ͳΑ͏ʹΧελϚΠζͯ͠ར ༻͢Δ͜ͱ͕Ͱ͖·͢ w खॱ ֶश༻ϑΝΠϧΛΞοϓϩʔυ͢Δ63-Λऔಘ͢Δ ֶश༻ϑΝΠϧΛΞοϓϩʔυ͢Δ ֶश༻ϑΝΠϧΛͱʹϞσϧΛֶशͤ͞Δ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$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 "35ͷ͍ํ 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 "35ͷ͍ํ 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༻ϑΝΠϧΛͱʹϞσϧΛֶशͤ͞Δ "35ͷ͍ํ σʔλΛ༻ҙͯ͠ϞσϧΛֶशͤ͞Δ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$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>"); [...] }); "35ͷ͍ํ ϓϩάϥϛϯάݴޠʹΈࠐΉ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯζΦϯɿ5FYU$MBTTJpDBUJPO"1* w ֓ཁ w $POWPMVUJPOBM/FVSBM/FUXPSLΛར༻ͯ͠จষͷྨΛߦ͏"1* w ػೳ w
৬छͷٻਓͷଟྨ σϑΥϧτϞσϧ w Ϣʔβ͕Ξοϓϩʔυͨ͠σʔλͷϞσϧ࡞༧ଌػೳ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯζΦϯɿ5FYU$MBTTJpDBUJPO"1* { "status": 0, "message": "ok", "classes": [
{ "probability": 0.958804, "label": "ITΤϯδχΞʢγεςϜ։ൃɾSEɾΠϯϑϥʣ" }, [...] ] } τϐοΫͷॴଐ֬ 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༻·Ͱ෯ؔ͘ΘΕ·͢ɻ'" -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE ϋϯζΦϯɿ༰ w 5FYU$MBTTJpDBUJPOΛར༻ͯ͠ɺٻਓͷଟΫϥεྨΛ࣮ߦ͢Δ 5FYU$MBTTJpDBUJPO"1*ͷ"1*,FZΛऔಘ͢Δ DVSMΛར༻ͯ͠DMBTTJGZ"1*ʹΫΤϦΛ͛Δ
ϨεϙϯεͷKTPOͷத͔ΒɺҰ൪֬ͷߴ͍ϥϕϧΛ֬ೝ͢Δ 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༻·Ͱ෯ؔ͘ΘΕ·͢ɻ' -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE *NBHF*OqVFODF"1* w ֓ཁ w ը૾ͱը૾ʹରԠ͢ΔΛ༻ҙ͢Δͱɺະͷը૾͕ࣗΈ͔Ͳ͏͔Λ Ͱ༧ଌ͢Δ͜ͱ͕Ͱ͖Δ"1* w ػೳ
w ը૾ͷ༧ଌ σϑΥϧτϞσϧ w Ϣʔβ͕Ξοϓϩʔυͨ͠σʔλͷϞσϧ࡞༧ଌػೳ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE *NBHF*OqVFODF"1* { "status": 0, "message": "ok", "result": {
"score": 3.729642152786255 } } ը૾ͷ࠾݁Ռʢdʣ $ 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*ʹΫΤϦΛ͛Δ TBNQMFKQHͱ໊લΛ
͚Δ ϨεϙϯεͷείΞΛ֬ೝ͢Δ 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*ɿςΩετྨ w 5FYU4VHHFTU"1*ɿςΩετੜαδΣετ w 1SPPGSFBEJOH"1*ɿݪߘߍӾ
w 5BML"1*ɿνϟοτϘοτ w -JTUJOH"1*ɿϨίϝϯυ w *NBHF*OqVFODF"1*ɿը૾ೝࣝ 1VCMJD"1*ͷ֤ϓϩμΫτհ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE -JTUJOH"1* w ֓ཁ w ϨίϝϯυϦετɺΞΠςϜؒͷ૬ؔϦετͳͲɺϦετΛੜ͢ΔͨΊͷ"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 *NBHF*OqVFODF"1* w ֓ཁ w ը૾ͱը૾ʹରԠ͢ΔΛ༻ҙ͢Δͱɺະͷը૾͕ࣗΈ͔Ͳ͏͔Λ Ͱ༧ଌ͢Δ͜ͱ͕Ͱ͖Δ"1* w ػೳ
w ը૾ͷ༧ଌ σϑΥϧτϞσϧ w Ϣʔβ͕Ξοϓϩʔυͨ͠σʔλͷϞσϧ࡞༧ଌػೳ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE *NBHF*OqVFODF"1* { "status": 0, "message": "ok", "result": {
"score": 3.729642152786255 } } ը૾ͷ࠾݁Ռʢdʣ $ 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༻ҙ͢Εɺ<ը૾ > <ը૾ >ͱ͍ͬͨϖΞ͕ੜ
Ͱ͖Δ w ը૾ʹείΞΛ͚Εɺը૾ؒͷൺֱฒସ͕͑Ͱ͖Δ w ฒସ͑ɿ༏ઌ͚ɺ࠷దͳͷͷϐοΫΞοϓͱ͍ͬͨԠ༻ w Ԡ༻ྫ w *OTUBHSBNͷ4/4Ͱ͝൧ͷࣸਅͷϐοΫΞοϓʢඒຯͦ͠͏ʹࡱΕͨࣸਅΛࣗ ಈͰબ͢ΔͳͲʣ w هࣄͷதͰͲͷը૾ΛαϜωΠϧʹ͢Ε͍͍͔ʁΛࣗಈผ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU$MBTTJpDBUJPO"1* w ֓ཁ w $POWPMVUJPOBM/FVSBM/FUXPSLΛར༻ͯ͠จষͷྨΛߦ͏"1* w ػೳ w
৬छͷٻਓͷଟྨ σϑΥϧτϞσϧ w Ϣʔβ͕Ξοϓϩʔυͨ͠σʔλͷϞσϧ࡞༧ଌػೳ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU$MBTTJpDBUJPO"1* { "status": 0, "message": "ok", "classes": [
{ "probability": 0.958804, "label": "ITΤϯδχΞʢγεςϜ։ൃɾSEɾΠϯϑϥʣ" }, [...] ] } τϐοΫͷॴଐ֬ 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༻·Ͱ෯ؔ͘ΘΕ·͢ɻ'" -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU$MBTTJpDBUJPO"1* w ߟ͑ํ w ςΩετͷଟΫϥεྨ w ݫີʹଟΫϥεʹ͚Δͷ͕͚͠Εɺ<MBCFM MBCFM
FUD>ͱ͍ͬͨΑ͏ʹ ʮͦͷଞʯΫϥεΛ࡞ͯ͠·ͱΊͯ͠·͏ͷՄೳ w ྨɿλά͚ͳͲʹར༻Մೳ w Ԡ༻ྫ w εύϜఆʢεύϜ͔ී௨ͷߘ͔ͷผʣ w 5XJUUFSͷఆʢεϙʔπͷͳͷ͔ɺΰγοϓͷͳͷ͔ɺͳͲʜʜʣ w ςΩετͷࣗಈλά͚ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU4VHHFTU"1* w ֓ཁ w 3FDVSSFOU/FVSBM/FUXPSL-45.ͱݺΕΔߏͷݴޠϞσϧΛར༻ͨ͠ɺ จষͷࣗಈੜ͓ΑͼೖྗิॿΛ࣮ݱ͢Δ"1* w ػೳ
w ୯ޠͷޙʹଓ͘จষΛαδΣετ w ఏڙ͞Ε͍ͯΔϞσϧɺݱจɾՎɾϓϩάϥϛϯάݴޠ (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" ੜจΛ֨ೲͨ͠ྻ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5FYU4VHHFTU"1* w ߟ͑ํ w ಛఆ୯ޠʹଓ͘ςΩετͷੜ w ϞσϧࣗମݻఆͳͷͰɺͪΐͬͱ͍ಓ͕͍͔͠ʜʜ w
Ԡ༻ྫ w Ϟσϧ࡞ػೳΛۙެ։༧ఆͰ͢ʢ)BDLBUIPOʹؒʹ߹Θͳ͍ͯ͘͢·ͤΜʜʣ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 1SPPGSFBEJOH"1*จষߍӾ { "status": 1, "message": "pointed out", "alerts":
[ { "checkedSentence": "γεςϜ ͷ <<ؾ>> ֨ ͔Β ։ൃ ɾ ӡ༻ ·Ͱ ෯͘ ؔΘΕ ·͢ ɻ", "alertCode": 1, "alertDetail": "unnatural", "word": "ؾ", "rankingScore": 0.16431238837473616 }, [...] ] } ࢦఠՕॴΛ Ͱࣔͨ͠จ ࢦఠͷछྨৄࡉ ࢦఠ୯ޠ ࢦఠͨ͠୯ޠͷٙΘ͠͞Λࣔ͢ࢦඪ $ curl "https://api.a3rt.recruit-tech.co.jp/proofreading/v1/typo? apikey=AAAAAAAAAAAAAAAAAAAAAAAAAAAAAAAA&sentence=γεςϜͷؾ͔֨Β։ൃɾӡ༻·Ͱ ෯ؔ͘ΘΕ·͢ɻ" -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 1SPPG3FBEJOH"1*จষߍӾ w ߟ͑ํ w จষߍӾͰɺޡࣈࣈͳͲͷݕΛߦ͏ w Ԡ༻ྫ w
Ϣʔβ͕ߘͨ͠ςΩετͷࣗಈߍӾ w (JUIVCʹJTTVFΛߘ͢ΔͱࣗಈͰߍਖ਼͕ΔΑ͏ͳγεςϜ w ଞͷݪߘߍӾʢ3FE1FOͳͲʣͱΈ߹ΘͤΔ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$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 ԠςΩετ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE 5BML"1*ࡶஊ w ߟ͑ํ w ৗձԠʹಛԽͨ͠"1* w ຖճॳظঢ়ଶ͔Βࣗಈੜ͍ͯ͠ΔͷͰɺίϯςΩετΛอଘ͍ͯ͠·ͤΜ w
νϟοτʹԿ͔ࣝΛڭ͑Δͱ͍͏͜ͱͰ͖·ͤΜ w ʮ౦ژຊͷटͰ͢ʯ͔Βʮຊͷटʁʯͱฉ͍ͯڭ͑ͯ͘Εͳ͍ w Ԡ༻ྫ w '"2ͷࣗಈԠγεςϜ w ࠷ॳʹ5FYU$MBTTJpDBUJPOͰ࣭จ͔ࡶஊจ͔Λఆ͠ɺ͔ͦ͜Β࣭จͳΒ ઐ༻ͷԠϩδοΫʹɺࡶஊจͳΒ5BML"1*ʹճ͢ͱ͍ͬͨӡ༻ -
$PQZSJHIU3FDSVJU5FDIOPMPHJFT$P -UE"MM3JHIUT3FTFSWFE (MPCBM"*)BDLBUIPOͷαϙʔτʹ͍ͭͯ w ձͰͷαϙʔτ w "35ͷར༻ํ๏όοΫΤϯυͷΞϧΰϦζϜͳͲͷղઆ w ػցֶश"*શൠͷϒϨετΞυόΠεશൠ͓ख͍͍ͨ͠·͢ w
Ԟా͕ձʹ͓ͯख͍Ͱ͖Δ࣌ؒ w ɿ࣌ʙ࣌ w ɿෆࡏ w ɿ࣌ʙ࣌ ։ൃऴྃ·Ͱ w 5XJUUFSϝʔϧͰͷ࣭ w !ZBH@BZT·ͨZVLJ@PLVEB!SSFDSVJUDPKQ·Ͱʂ
rtechkouhou
naltatis
fortegp05
inariku
wa6sn
.png){kind=avatar}
oidfj
kobayashiyorimitsu
oracle4engineer
techniczna
amixedcolor
yoshidashingo
jnunemaker
kneath
destraynor
bkeepers
caitiem20
inesmontani
colly
akosma
katarinadahlin
rmw
keithpitt
