Dubawa
Matsakaicin koyo na cyclical akai-akai suna sake zagayowar ƙimar koyo sama da ƙasa tsakanin ƙasa da babba maimakon lalata shi kawai. Wannan bouncing na rashin fahimta na iya hanzarta haɗuwa kuma yana taimaka wa mai haɓakawa tserewa ƙaƙƙarfan ƙaramin ƙaramar gida da wuraren sirdi.
Matsakaicin Koyon Cyclical tubalin ginin fasaha ne wanda ke shafar ingancin samfuri, tsadar ababen more rayuwa, jinkiri, da aminci a sikeli.
Zurfafa nutsewa
Leslie Smith ta gabatar a cikin 2015, ƙimar koyo na cyclical (CLR) ya ƙalubalanci tunanin cewa ƙimar ya kamata ya ragu kawai. Madadin haka, yana oscillates tsakanin ƙarami da matsakaicin iyaka akan ƙayyadadden adadin maimaitawa ('zagayowar' zagayowar'), sau da yawa tare da siffar triangular. Hankali: haɓaka ƙimar lokaci-lokaci yana ba da fashewar kuzari wanda zai ba da damar ƙirar ta yi tsalle daga matalauci, ƙarami mai kaifi da madaidaicin wuraren sirdi, yayin da ƙananan matakan ke barin shi daidaita. Smith kuma ya gabatar da 'gwajin kewayon LR' - ɗan gajeren gudu wanda ke share ƙimar sama yayin kallon asarar - don nemo iyakoki mai kyau ta atomatik. Triangular, triangular-tare da rugujewa, da kuma sanannen manufofin sake zagayowar daya duk sun ginu akan wannan ra'ayin.
Fahimtar Fasaha
Manufofin triangular a layi ɗaya suna ƙara ƙimar daga tushe zuwa max fiye da rabin zagayowar, sa'an nan kuma a layi-layi ta rage shi baya fiye da sauran rabin. Tsawon zagayowar yawanci ana saita shi zuwa ƴan ƙimantan lokutan maimaitawa. Manufar sake zagayowar guda ɗaya tana amfani da zagayowar tsayi guda ɗaya: ƙimar ya tashi sannan ya faɗi ƙasa da farkon farawa, yayin da kuzari ke motsawa da ƙetare - babba lokacin da ƙimar ya yi ƙasa kuma akasin haka - wanda ke aiki azaman mai daidaitawa kuma yana ba da damar 'super-convergence' akan wasu ayyuka.
Jagorar Ma'aunin Koyon Zagaye
Matsakaicin koyo na cyclical akai-akai suna sake zagayowar ƙimar koyo sama da ƙasa tsakanin ƙasa da babba maimakon lalata shi kawai. Wannan bouncing na rashin fahimta na iya hanzarta haɗuwa kuma yana taimaka wa mai haɓakawa tserewa ƙaƙƙarfan ƙaramar gida da wuraren sirdi. Matsakaicin Koyon Cyclical tubalin ginin fasaha ne wanda ke shafar ingancin samfuri, tsadar ababen more rayuwa, jinkiri, da aminci a sikeli. Don gina zurfin fahimta, kula da ƙimar Koyon Cyclical azaman ƙirar 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 ke buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da ƙimar Koyon Cyclical 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
fast.ai ya yada manufar sake zagayowar sau ɗaya a matsayin tsoho don horar da masu rarraba hoto da sauri zuwa babban daidaito cikin ƴan zamani.
Gwajin kewayon LR yana share ƙimar sama sama da ƴan batches ɗari don ɗaukar min da max iyakoki kafin gudu na gaske.
Haɗin hoto yana adana wurin bincike na samfuri a ƙarshen kowane zagayowar, yana samar da tarin kyauta daga gudu ɗaya na horo.
Saukowar Stochastic Gradient tare da Sake farawa Dumi (SGDR) lokaci-lokaci yana sake saita ƙimar zuwa babban ƙima don tserewa ƙarami mai kaifi.
Hanyoyin Aiwatarwa
Matsakaicin Koyon Cyclical a aikace
fast.ai ya yada manufar sake zagayowar sau ɗaya a matsayin tsoho don horar da masu rarraba hoto da sauri zuwa babban daidaito cikin ƴan zamani.
fast.ai ya yada manufofin sake zagayowar sau ɗaya azaman tsoho don horar da masu rarraba hoto da sauri zuwa babban daidaito a cikin ƴan lokutan 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 gefen, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Matsakaicin Koyon Cyclical a aikace
Gwajin kewayon LR yana share ƙimar sama sama da ƴan batches ɗari don ɗaukar min da max iyakoki kafin gudu na gaske.
Gwajin kewayon LR yana ɗaukar ƙimar sama sama da ƴan batches ɗari don ɗaukar min da max iyakoki kafin gudu na gaske Ƙungiyoyi yawanci suna samun ingantacciyar sakamako lokacin da suka ayyana ma'auni masu inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'in gefe, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Matsakaicin Koyon Cyclical a aikace
Haɗin hoto yana adana wurin bincike na samfuri a ƙarshen kowane zagayowar, yana samar da tarin kyauta daga gudu ɗaya na horo.
Haɗin hoto yana adana wurin bincike na samfuri a ƙarshen kowane zagayowar, samar da tarin kyauta daga guduwar horo guda ɗaya 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.
Matsakaicin Koyon Cyclical a aikace
Saukowar Stochastic Gradient tare da Sake farawa Dumi (SGDR) lokaci-lokaci yana sake saita ƙimar zuwa babban ƙima don tserewa ƙarami mai kaifi.
Stochastic Gradient Descent tare da Warm Sake kunnawa (SGDR) lokaci-lokaci yana sake saita ƙimar zuwa babban ƙima don tserewa ƙananan ƙananan 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.
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.