Dubawa
Dokokin ƙididdige ƙididdiga masu ƙima waɗanda ke nuna cewa asarar hanyar sadarwar jijiyoyi tana faɗuwa da ƙima yayin da kuke girma girman samfuri, girman saitin bayanai, da ƙididdigewa. Suna da mahimmanci saboda sun bar masu bincike suyi hasashen aiki kafin kashe miliyoyin akan horar da babban samfuri.
Dokokin Sikeli don Cibiyoyin Neural suna 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
Dokokin ƙididdigewa, wanda OpenAI's 2020 takarda ta Kaplan da abokan aiki, sun gano cewa asarar gwajin tana raguwa a matsayin ka'idar wutar lantarki mai santsi cikin adadi uku: ƙididdigar ma'auni (N), alamun horo (D), da jimlar lissafi (C). An ƙera shi akan gatura na log-log, hasara tare da kowane ma'ana yana samar da layi mai kusan madaidaiciya wanda ya mamaye yawancin umarni na girma. Dangantakar suna ɗaukar sigar hasara ≈ a + b·X^(-c), inda X shine ma'aunin sikeli. Mahimmanci, aikin asali ya ba da shawarar girman samfurin ya fi bayanai, yana haifar da tsere zuwa ga ƙira mafi girma kamar sigogin GPT-3 na biliyan 175. Dokokin daidaitawa sun juya zurfin koyo daga zato zuwa tsarin aikin injiniya wanda za'a iya tsinkaya, barin ƙungiyoyi suyi hasashen babban sakamako daga ƙananan gwaje-gwaje masu arha.
Fahimtar Fasaha
Tsarin dokar-ikon yana nufin kowane ƙayyadadden haɓaka mai yawa a cikin ƙididdigewa yana haifar da kusan raguwar ƙari na asara. Ana auna hasara a cikin nats ko bita kowace alamar giciye-entropy. Saboda ma'anar c yana ƙarami (sau da yawa a kusa da 0.05-0.1), samun riba na gaske amma yana raguwa: ƙididdigewa sau biyu yana taimakawa ƙasa da na farko. Mahimmanci, waɗannan dokokin suna bayyana hasara mara lalacewa-da-raguwa, inda akai-akai ke ɗaukar ainihin bayanan bayanan da babu wani samfurin da zai iya doke shi.
Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwaƙwalwa
Dokokin ƙididdige ƙididdiga masu ƙima waɗanda ke nuna cewa asarar hanyar sadarwar jijiyoyi tana faɗuwa da ƙima yayin da kuke girma girman samfuri, girman saitin bayanai, da ƙididdigewa. Suna da mahimmanci saboda sun bar masu bincike suyi hasashen aiki kafin kashe miliyoyin akan horar da babban samfuri. Dokokin Sikeli don Cibiyoyin Neural suna 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 zurfin fahimta, bi da Dokokin Scaling don Neural Networks azaman samfurin aiki, ba sifa ɗaya ba: ayyana sakamakon da ake so, fayyace zato, da 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 Dokokin Sikeli don Cibiyoyin Sadarwar Jijiya suna gina ƙira mai ƙarfi 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
Hasashen hasarar ƙarshe na ƙirar siga-biliyan 70 da aka tsara daga jerin ƙananan gwajin miliyon 100 kafin aiwatar da kasafin kudin GPU.
Yanke shawarar tiriliyoyin nawa don tarawa don haka ƙayyadadden lissafin kasafin kuɗi ba a ɓata akan ƙirar da ba ta da horo.
Kwatanta gine-ginen gine-gine guda biyu da rahusa ta hanyar dacewa da madaidaicin ma'aunin su a ƙaramin sikelin maimakon horar da duka biyun da girmansu.
Saita sahihancin sahihancin tsammanin masu saka hannun jari ko baiwa masu bita kyauta ta hanyar fitar da yanayin hasara zuwa matakin ƙididdige manufa.
Hanyoyin Aiwatarwa
Dokokin Sikeli don hanyoyin sadarwar Jijiya a aikace
Hasashen hasarar ƙarshe na ƙirar siga-biliyan 70 da aka tsara daga jerin ƙananan gwajin miliyon 100 kafin aiwatar da kasafin kudin GPU.
Hasashen hasarar ƙarshe na ƙirar sigina-biliyan 70 da aka tsara daga jerin ƙananan gwaje-gwaje na miliyon 100 kafin aiwatar da Ƙungiyoyin kasafin kuɗi na GPU 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.
Dokokin Sikeli don hanyoyin sadarwar Jijiya a aikace
Yanke shawarar tiriliyoyin nawa don tarawa don haka ƙayyadadden lissafin kasafin kuɗi ba a ɓata akan ƙirar da ba ta da horo.
Yanke shawarar tiriliyan nawa na alamun da za a tattara don haka ƙayyadaddun lissafin lissafin kasafin kuɗi ba a ɓata ba akan ƙirar ƙirar da ba a horar da su 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.
Dokokin Sikeli don hanyoyin sadarwar Jijiya a aikace
Kwatanta gine-ginen gine-gine guda biyu da rahusa ta hanyar dacewa da madaidaicin ma'aunin su a ƙaramin sikelin maimakon horar da duka biyun da girmansu.
Kwatanta gine-ginen gine-gine guda biyu da rahusa ta hanyar dacewa da madaidaicin madaidaicin su a ƙaramin ma'auni maimakon horar da duka a cikakken girman 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.
Dokokin Sikeli don hanyoyin sadarwar Jijiya a aikace
Saita sahihancin sahihancin tsammanin masu saka hannun jari ko baiwa masu bita kyauta ta hanyar fitar da yanayin hasara zuwa matakin ƙididdige manufa.
Saita sahihancin sahihancin tsammanin masu saka hannun jari ko baiwa masu bita kyauta ta hanyar fitar da yanayin asarar zuwa matakin ƙididdige matakin 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
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.
Takaddun inda Dokokin Sikeli don Cibiyoyin Sadarwar Jijiya ke taimakawa kuma inda hanyoyin mafi sauƙi suka fi kyau.
Takaddun inda Dokokin Sikeli don Cibiyoyin Sadarwar Jijiya 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.