Dubawa
Multi-Agent Reinforcement Learning (MARL) yana horar da wakilan ilmantarwa da yawa waɗanda ke raba yanayi, kowannensu yana daidaita halayensa yayin da sauran kuma suka dace. Yana da mahimmanci saboda yawancin matsalolin duniya - zirga-zirga, kasuwanni, ƙungiyoyin robots - sun haɗa da masu yanke shawara da yawa, ba ɗaya ba.
Koyon Ƙarfafa Ƙarfafa Wakilai da yawa yana zaune a cikin ainihin kayan aikin AI. Lokacin da kuka fahimce shi, sauran batutuwan AI sun zama masu sauƙi don kimantawa da kwatantawa.
Zurfafa nutsewa
A cikin koyon ƙarfafawa wakili guda ɗaya, wakili ɗaya yana koyon manufa ta hanyar haɓaka lada a ƙayyadaddun yanayi. MARL yana ƙara ƙarin wakilai, kuma hakan yana canza komai: daga ra'ayin kowane wakili, yanayin ba na tsaye bane saboda sauran suna ci gaba da canza manufofinsu. Wakilai na iya zama masu haɗin kai (raba lada, kamar mutummutumi na wasan ƙwallon ƙafa), gasa (jimillar sifili, kamar karta ko guje-guje), ko gauraye. Masu bincike suna amfani da ƙa'idodi irin su Markov games (wasannin stochastic) waɗanda ke ba da cikakken tsari na yanke shawara Markov wakili ɗaya. Shahararrun sakamako sun haɗa da DeepMind's AlphaStar isa Grandmaster a cikin StarCraft II da OpenAI ƙwararrun ƙwararrun Dota 2 sun sha kashi biyar, dukansu sun dogara ga yawan wakilai da aka horar da juna ta hanyar wasan kai.
Fahimtar Fasaha
Babban ƙalubale shine rashin tsayawa: yayin da kowane wakili ke sabunta manufofinsa, sauran suna fuskantar manufa mai motsi, don haka koyo mai zaman kansa na butulci zai iya kasa haɗuwa. Shahararren gyare-gyare shine horo na tsakiya tare da aiwatar da yanke hukunci (CTDE), wanda algorithms kamar MADDPG da QMIX ke amfani dashi. A lokacin horo, mai suka yana ganin duk abubuwan lura da ayyuka na wakilai don ƙididdige gradients masu tsayayye, amma yayin tura kowane wakili yana yin amfani da abubuwan lura na cikin gida kawai - haɗa haɗin ilmantarwa tare da aiki mai zaman kansa.
Jagorar Koyon Ƙarfafa Ƙarfafa Aiki da yawa
Multi-Agent Reinforcement Learning (MARL) yana horar da wakilan ilmantarwa da yawa waɗanda ke raba yanayi, kowannensu yana daidaita halayensa yayin da sauran kuma suka dace. Yana da mahimmanci saboda yawancin matsalolin duniya - zirga-zirga, kasuwanni, ƙungiyoyin robots - sun haɗa da masu yanke shawara da yawa, ba ɗaya ba. Koyon Ƙarfafa Ƙarfafa Wakilai da yawa yana zaune a cikin ainihin kayan aikin AI. Lokacin da kuka fahimce shi, sauran batutuwan AI sun zama masu sauƙi don kimantawa da kwatantawa. Don gina fahimta mai zurfi, bi da Ƙwararrun Ƙarfafawa Agent Multi-Agent 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 ke buƙatar yanke hukunci na ƙwararru.
A aikace, ƙungiyoyi masu ƙarfi da ke amfani da Ilman Ƙarfafawa Agent Multi-Agent suna gina ƙaƙƙarfan ƙira da fahimta da farko, sannan taswirar waɗannan ƙirar zuwa ƙaƙƙarfan samarwa. 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.
Yana taimaka muku keɓance bayyanannen da'awar fasaha daga harshen talla. A lokaci guda, Ƙungiyoyi daban-daban na iya amfani da kalmar iri ɗaya daban, don haka ayyana iyawarsa da wuri. 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
Yana taimaka muku keɓance bayyanannen da'awar fasaha daga harshen talla.
Yana taimaka muku keɓance bayyanannen da'awar fasaha daga harshen talla. 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.
Kuna iya yin mafi kyawun tambayoyin aiwatarwa kafin kashe kuɗi ko lokaci.
Kuna iya yin mafi kyawun tambayoyin aiwatarwa kafin kashe kuɗi ko lokaci. 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.
Ƙungiyoyin da ke da fahimtar juna suna yin mafi kyawun samfura, manufofi, da yanke shawara na koyo.
Ƙungiyoyin da ke da fahimtar juna suna yin mafi kyawun samfura, manufofi, da yanke shawara na koyo. 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
Haɓaka rundunonin na'urorin mutum-mutumi na sito don haka suna bin fakitin ba tare da yin karo ko kashewa a cikin tituna ba
Sarrafa siginar zirga-zirga inda kowane tsaka-tsaki wakili ne mai koyo don rage cunkoso a cikin birni
Wasan horarwa AI kamar OpenAI Biyar (Dota 2) da AlphaStar (StarCraft II) ta hanyar wasan kai tsakanin wakilai da yawa
Sarrafa tallace-tallace da amsa buƙatu a tsakanin batura da gidaje da aka rarraba a cikin grid ɗin wutar lantarki mai wayo
Hanyoyin Aiwatarwa
Koyon Ƙarfafa Ƙwararrun Wakilai a aikace
Haɓaka rundunonin na'urorin mutum-mutumi na sito don haka suna bin fakitin ba tare da yin karo ko kashewa a cikin tituna ba.
Haɓaka jiragen ruwa na mutum-mutumi na sito don haka suna bin fakitin ba tare da yin karo ko kashewa a cikin hanyoyin zirga-zirga 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 duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Koyon Ƙarfafa Ƙwararrun Wakilai a aikace
Sarrafa siginar zirga-zirga inda kowane tsaka-tsaki wakili ne mai koyo don rage cunkoso a cikin birni.
Gudanar da siginar zirga-zirga inda kowane tsaka-tsaki wakili ne na koyo don rage cunkoson jama'a a cikin birni Ƙungiyoyi yawanci suna samun sakamako mafi kyau lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don ƙararraki, da bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Koyon Ƙarfafa Ƙwararrun Wakilai a aikace
Wasan horarwa AI kamar OpenAI Biyar (Dota 2) da AlphaStar (StarCraft II) ta hanyar wasan kai tsakanin wakilai da yawa.
Wasan horarwa AI kamar OpenAI Biyar (Dota 2) da AlphaStar (StarCraft II) ta hanyar wasan kai a tsakanin wakilai da yawa 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 kuskure akan lokaci.
Koyon Ƙarfafa Ƙwararrun Wakilai a aikace
Sarrafa tallace-tallace da amsa buƙatu a tsakanin batura da gidaje da aka rarraba a cikin grid ɗin wutar lantarki mai wayo.
Sarrafa ba da amsa da buƙatu a tsakanin batura da gidaje da aka rarraba a cikin grid ɗin wutar lantarki Kungiyoyi yawanci suna samun kyakkyawan sakamako lokacin da suka ayyana ƙofofin inganci a gaba, kiyaye hanyar haɓakar ɗan adam don shari'o'i, da bin duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Hatsari & Tsare-tsare
Ƙungiyoyi daban-daban na iya amfani da kalmar iri ɗaya daban, don haka ayyana iyaka da wuri.
Alamomi na iya yin kama da ƙarfi yayin da aikin zahirin duniya bai yi daidai ba.
Yin watsi da ingancin bayanai da tsare-tsaren kimantawa galibi yana haifar da sakamako mara ƙarfi.
Taswirar Hanya
Fara da ma'anar harshe a sarari na sakamakon da kuke buƙata.
Fara da ma'anar harshe a sarari na sakamakon da kuke buƙata. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Zaɓi ma'aunin nasara ɗaya da yanayin gazawa ɗaya kafin gwaji.
Zaɓi ma'aunin nasara ɗaya da yanayin gazawa ɗaya kafin gwaji. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Gudun ƙaramin matukin jirgi tare da bayanan wakilci, ba saitin demo da aka goge ba.
Gudun ƙaramin matukin jirgi tare da bayanan wakilci, ba saitin demo da aka goge ba. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.
Daftarin aiki inda Ilmantar Ƙarfafawar Wakilai da yawa ke taimakawa kuma inda hanyoyin mafi sauƙi suka fi kyau.
Daftarin aiki inda Ilmantar Ƙarfafawar Wakilai da yawa ke taimakawa kuma inda hanyoyin mafi sauƙi suka fi kyau. Ɗauki kowane mataki azaman ƙofar shaida: idan ba a cika sharuɗɗa ba, dakatar da fitar, rufe tazarar, sannan kawai faɗaɗa amfani.