Dubawa
Gwajin A/B don ƙirar ML yana nufin zazzage zirga-zirgar zirga-zirgar kai tsaye zuwa nau'ikan samfuri guda biyu a lokaci ɗaya da aunawa wanda a zahiri ya fi dacewa akan masu amfani da gaske da sakamako na gaske. Yana da mahimmanci saboda ma'aunin daidaito na layi sau da yawa ya kasa yin hasashen tasirin kasuwanci, don haka gwajin gaskiya kawai shine gwajin sarrafawa a samarwa.
Gwajin A/B don Samfuran ML ƙaƙƙarfan ginin fasaha ne wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, latency, da aminci a sikeli.
Zurfafa nutsewa
Ƙirar layi ta layi na iya yin kyau - AUC mafi girma, ƙananan kuskure - duk da haka yana cutar da ma'aunin da kuke kula da shi, kamar kudaden shiga ko riƙewa. Gwajin A/B yana warware wannan ta hanyar rarraba masu amfani da kayyade zuwa rukunin sarrafawa wanda samfurin da ke akwai (A) ke aiki da ƙungiyar jiyya wanda ƙirar ɗan takara (B) ke aiki, sannan kwatanta ma'aunin nasara da aka zaɓa. Randomization yana tabbatar da ƙungiyoyi suna kama da juna, don haka kowane bambanci za a iya danganta shi ga ƙirar. Ƙungiyoyi suna amfani da gwajin hasashe na ƙididdiga don yanke shawarar ko tazarar da aka lura ta gaske ce ko kuma amo kawai, saita matakin mahimmanci (sau da yawa 5%) da ƙididdige girman samfurin da ake buƙata don isasshen ikon ƙididdiga. Dabarun da ke da alaƙa sun haɗa da fitowar canary, inda ƙaramin kaso na zirga-zirga ke fara gwada sabon ƙirar, da gwajin inuwa, inda sabon ƙirar ke ƙididdige buƙatun ba tare da shafar masu amfani ba.
Fahimtar Fasaha
Tushen shine gwajin hasashe. Hasashen banza ya ce duka samfuran biyu suna yin daidai; kun ƙi shi kawai idan bambancin yana da mahimmancin ƙididdiga idan aka ba da bambanci da girman samfurin. Ƙimar p-ƙasa da bakin kofa (ce 0.05) yana nuna cewa sakamakon ba zai yuwu ba a ƙarƙashin dama mai tsabta. Binciken wutar lantarki a gaba yana gaya muku adadin masu amfani da kuke buƙata don dogaro da gaske gano tasiri mai ma'ana - ƙaramin haɓakar da ake tsammanin yana buƙatar samfur mafi girma don tabbatarwa.
Jagorar Gwajin A/B don Samfuran ML
Gwajin A/B don ƙirar ML yana nufin zazzage zirga-zirgar zirga-zirgar kai tsaye zuwa nau'ikan samfuri guda biyu a lokaci ɗaya da aunawa wanda a zahiri ya fi dacewa akan masu amfani da gaske da sakamako na gaske. Yana da mahimmanci saboda ma'aunin daidaito na layi sau da yawa ya kasa yin hasashen tasirin kasuwanci, don haka gwajin gaskiya kawai shine gwajin sarrafawa a samarwa. Gwajin A/B don Samfuran ML ƙaƙƙarfan ginin fasaha ne wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, latency, da aminci a sikeli. Don haɓaka fahimta mai zurfi, bi da Gwajin A/B don Samfuran ML azaman ƙirar aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace zato, kuma raba abin da tsarin zai iya dogara da abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Gwajin A/B don Samfuran ML suna haɓaka gine-gine, bayanai, da zaɓin abubuwan more rayuwa akan dogaro da farashi. Suna rubuta ƙayyadaddun ƙa'idodin nasara, gwaji akan bayanan gaskiya da gudanawar aiki, da jujjuyawar bisa ga tsarin gazawar da aka lura maimakon cin nasara na lokaci ɗaya. Wannan shine inda fahimtar ka'idar ta juya zuwa iyawa mai dorewa a cikin samfura, manufofi, da ayyuka.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A lokaci guda, Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin. Hanyar da ta fi dacewa ita ce haɗa saurin gwaji tare da horon gudanarwa: gudanar da matukin jirgi, kama shaida, buga rajistan ayyukan yanke shawara, da ci gaba da sabunta abubuwan tsaro kamar yadda halayen ƙira, tsammanin mai amfani, da buƙatun tsari ke tasowa.
Dabarun Tasiri
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru.
Hukunce-hukuncen gine-gine suna haifar da aiki da tsadar aiki na shekaru. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba.
Ilimin fasaha yana taimaka wa ƙungiyoyi su zaɓi tari mai kyau, ba kawai sabon abu ba. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa.
Zaɓuɓɓukan injiniya mafi kyau suna rage abin dogaro a cikin samarwa. A cikin ƙawance masu inganci, ana fassara wannan zuwa ƙa'idodin aiki waɗanda za a iya aunawa, iyakokin ikon mallaka, da kuma bita-da-kullin bita don ƙungiyoyi su iya haɓaka kwarin gwiwa a maimakon ɓata shakku.
Aiwatar da Gaskiyar Duniya
Sabis mai yawo A/B yana gwada sabon samfurin shawarwarin, yana auna lokacin agogo ga kowane mai amfani maimakon daidaiton matsayi na layi.
Shafin yanar gizo na e-commerce canary-yana fitar da sabon samfurin matsayi na bincike zuwa kashi 5% na zirga-zirga kafin cikakken fitowa.
Inuwar banki tana gwada sabon ƙirar zamba a layi daya, yana kwatanta faɗakarwarsa zuwa ƙirar rayuwa ba tare da toshe duk wani ciniki ba.
Ƙa'idar hawan hawan keke tana amfani da ƴan fashi da makami da yawa don bin diddigin buƙatun tsakanin samfuran farashi, suna fifita wanda ke tuƙi mafi ƙarancin tafiye-tafiye.
Hanyoyin Aiwatarwa
Gwajin A/B don Samfuran ML a aikace
Sabis mai yawo A/B yana gwada sabon samfurin shawarwarin, yana auna lokacin agogo ga kowane mai amfani maimakon daidaiton matsayi na layi.
Sabis mai yawo A/B yana gwada sabon samfurin shawarwarin, yana auna lokacin agogo ga kowane mai amfani maimakon ƙimar ƙimar layi ta kan layi Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Gwajin A/B don Samfuran ML a aikace
Shafin yanar gizo na e-commerce canary-yana fitar da sabon samfurin matsayi na bincike zuwa kashi 5% na zirga-zirga kafin cikakken fitowa.
Shafin yanar gizo na e-commerce Canary-yana fitar da sabon samfurin bincike-bincike zuwa 5% na zirga-zirga kafin cikakken ƙaddamarwa Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Gwajin A/B don Samfuran ML a aikace
Inuwar banki tana gwada sabon ƙirar zamba a layi daya, yana kwatanta faɗakarwarsa zuwa ƙirar rayuwa ba tare da toshe duk wani ciniki ba.
Inuwar banki tana gwada sabon ƙirar zamba a layi daya, yana kwatanta faɗakarwarsa zuwa ƙirar rayuwa ba tare da toshe duk wani ma'amala ba Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da tsadar kurakurai a kan lokaci.
Gwajin A/B don Samfuran ML a aikace
Ƙa'idar hawan hawan keke tana amfani da ƴan fashi da makami da yawa don bin diddigin buƙatun tsakanin samfuran farashi, suna fifita wanda ke tuƙi mafi ƙarancin tafiye-tafiye.
Aikace-aikacen hailing mai hawa yana amfani da ɗan fashi da yawa don bin diddigin buƙatun tsakanin samfuran farashi, fifita wanda ke tuƙi mafi ƙarancin tafiye-tafiye Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin diddigin nasarorin samarwa da tsadar kurakurai a kan lokaci.
Hatsari & Tsare-tsare
Haɓaka ma'auni ɗaya na iya ɓoye manyan raunin tsarin.
Sau da yawa ana raina kayan more rayuwa da kuma kuɗin kulawa.
Tsaro da gibin lura na iya girma yayin da tsarin ke ƙara haɓaka.
Taswirar Hanya
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa.
Ƙayyade latency, inganci, da maƙasudin farashi kafin aiwatarwa. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai.
Alamar ma'auni a ƙarƙashin ainihin kaya da yanayin bayanai. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani.
Kula da kayan aiki don kurakurai, ɗigo, da tasirin mai amfani. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli.
Shirya bijirowa da hanyoyin mayar da martani kafin sikeli. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.