Dubawa
'Yan fashi da makami da yawa matsala ce ta yanke shawara inda za ku yi ta zabar tsakanin zaɓuɓɓuka tare da biyan kuɗin da ba a sani ba kuma ku koyi yayin da kuke tafiya, daidaita binciko sabbin zaɓuɓɓuka game da cin gajiyar mafi kyawun da aka samu. Yana ba da ikon gwajin A/B, shawarwari, da zaɓin tallan kan layi.
Bandits Multi-Armed katangaren ginin fasaha ne wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, jinkiri, da aminci a sikeli.
Zurfafa nutsewa
Sunan ya fito ne daga ɗan wasan caca da ke fuskantar injunan ramummuka da yawa ('yan fashi da makami ɗaya), kowannensu yana da ƙimar nasara wanda ba a san shi ba, wanda ke son haɓaka lada fiye da ja da yawa. Tashin hankali na tsakiya shine kasuwancin bincike-amfani: ci gaba da ja hannun da ya fi kyau, ko samfurin makamai marasa tabbas don ƙarin koyo. Ana auna aikin ta hanyar nadama, tazarar tarawa tsakanin ladan ku da kuma ɗaukar mafi kyawun hannu koyaushe; Algorithms masu kyau suna samun nadama wanda ke girma kawai logarithmically a cikin adadin zagaye. Dabarun gargajiya sun haɗa da epsilon-m (amfani, amma bincika bazuwar tare da ƙananan yuwuwar), Ƙarfin Ƙarfin Ƙarfafa (ɗaukar hannu tare da ƙwaƙƙwaran kyakkyawan fata), da samfurin Thompson (samfurin daga bangaskiyar kowane hannu ta baya kuma kunna mai nasara). 'Yan fashi na zahiri sun faɗaɗa wannan ta hanyar amfani da fasalin yanayin don zaɓar.
Fahimtar Fasaha
UCB ta ƙunshi 'kyakkyawan fata a ƙarƙashin rashin tabbas': yana ƙara ƙimar amincewa, kusan tushen murabba'in (2 ln t a kan n_i), zuwa ma'anar lada na kowane hannu, inda t shine zagaye kuma n_i hannun lokacin da aka gwada ni. Hannun da ba safai ake jan su ba suna samun babban kari kuma ana bincika su; ingantattun makamai sun dogara da kimanta su. Samfurin Thompson a maimakon haka yana kula da bayan Bayesian kowane hannu kuma yayi bincike daidai da yuwuwar kowane hannu yana da kyau.
Jagoran Yan Bindiga Masu Makamai Da yawa
'Yan fashi da makami da yawa matsala ce ta yanke shawara inda za ku yi ta zabar tsakanin zaɓuɓɓuka tare da biyan kuɗin da ba a sani ba kuma ku koyi yayin da kuke tafiya, daidaita binciko sabbin zaɓuɓɓuka game da cin gajiyar mafi kyawun da aka samu. Yana ba da ikon gwajin A/B, shawarwari, da zaɓin tallan kan layi. Bandits Multi-Armed katangaren ginin fasaha ne wanda ke shafar ingancin samfuri, farashin kayayyakin more rayuwa, jinkiri, da aminci a sikeli. Don haɓaka fahimta mai zurfi, bi da Ƙungiyoyin Masu Makamai da yawa a matsayin samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da raba abin da tsarin zai iya yi da dogaro daga abin da har yanzu yana buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Multi-Armed Bandits suna haɓaka gine-gine, bayanai, da zaɓin abubuwan more rayuwa tare da 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
Gidan yanar gizon yana amfani da 'yan fashi don yanke shawarar wane bambance-bambancen kanun labarai zai nuna, da sauri canza zirga-zirga zuwa sigar samun mafi yawan dannawa.
Dandalin tallan kan layi yana ba da ra'ayi a cikin ƙirƙira tare da samfurin Thompson don haɓaka danna-ta yayin da har yanzu ke gwada sabbin tallace-tallace.
Gwajin gwaji na asibiti mai daidaitawa yana ba da ƙarin marasa lafiya zuwa jiyya da ke nuna sakamako mafi kyau, rage fallasa ga ƙananan makamai.
Sabis mai yawo yana kunna shawarwarin taƙaitaccen taƙaitaccen bayani ga kowane mai amfani tare da ɓangarori na mahallin da ke karanta fasalulluka-tsari.
Hanyoyin Aiwatarwa
Mahara Masu Makamai a aikace
Gidan yanar gizon yana amfani da 'yan fashi don yanke shawarar wane bambance-bambancen kanun labarai zai nuna, da sauri canza zirga-zirga zuwa sigar samun mafi yawan dannawa.
Gidan yanar gizon yana amfani da 'yan fashi don yanke shawarar wane bambance-bambancen kanun labarai don nunawa, da sauri canza zirga-zirga zuwa nau'in samun mafi yawan dannawa 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.
Mahara Masu Makamai a aikace
Dandalin tallan kan layi yana ba da ra'ayi a cikin ƙirƙira tare da samfurin Thompson don haɓaka danna-ta yayin da har yanzu ke gwada sabbin tallace-tallace.
Dandalin tallan kan layi yana ba da ra'ayi a cikin masu ƙirƙira tare da samfurin Thompson don haɓaka danna-ta yayin har yanzu ana gwada sabbin tallace-tallace 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 kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Mahara Masu Makamai a aikace
Gwajin gwaji na asibiti mai daidaitawa yana ba da ƙarin marasa lafiya zuwa jiyya da ke nuna sakamako mafi kyau, rage fallasa ga ƙananan makamai.
Gwajin gwaji na asibiti mai daidaitawa yana ba da ƙarin marasa lafiya zuwa jiyya waɗanda ke nuna sakamako mafi kyau, rage ɗaukar hotuna zuwa ƙananan makamai Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don lokuta masu ƙima, da kuma bin diddigin abubuwan da ake samu da ƙimar kuɗi a kan lokaci.
Mahara Masu Makamai a aikace
Sabis mai yawo yana kunna shawarwarin taƙaitaccen taƙaitaccen bayani ga kowane mai amfani tare da ɓangarori na mahallin da ke karanta fasalulluka-tsari.
Sabis mai yawo yana kunna shawarwarin takaitaccen siffofi ga kowane mai amfani tare da ƴan fashi na mahallin da ke karanta fasalulluka na tarihi Ƙungiyoyi yawanci suna samun kyakkyawan sakamako lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in ƙira, da bin duk nasarorin samarwa da farashi na kuskure akan 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.