Dubawa
Rage girman girman yana raguwa bayanai daga ginshiƙai da yawa (fasali) ƙasa zuwa kaɗan yayin kiyaye mahimman tsari. Yana yaƙi da 'la'anar girma,' yana haɓaka ƙirar ƙira, kuma yana ba ku damar haƙiƙa haƙiƙanin bayanai masu rikitarwa a cikin 2D ko 3D.
Rage Dimensionality 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
Rubutun bayanan gaskiya galibi suna da ɗaruruwa ko dubbai na fasali: kowane pixel a cikin hoto, kowace kalma a cikin ƙamus, kowane firikwensin akan na'ura. A cikin irin waɗannan wurare masu girman girman, wuraren bayanai sun zama marasa ƙarfi kuma suna da nisa, ma'aunin nesa ba su da tabbas, kuma ƙira suna yin wuce gona da iri. Wannan shi ne la'anar girma. Rage girman taswirorin bayanan zuwa ƙananan girma yayin kiyaye alaƙa mai ma'ana. PCA na yin haka ne a layi daya ta hanyar nemo kwatance mafi girman bambance-bambance. t-SNE da UMAP ba na kan layi ba ne kuma sun yi fice wajen bayyana tari don gani. Rage girma yana kawar da fasali mai yawa ko hayaniya, yana yanke ƙwaƙwalwar ajiya da ƙididdigewa, kuma akai-akai yana inganta daidaiton ƙirar ƙasa saboda akwai ƙarancin siginar da bai dace ba don rikitar da shi.
Fahimtar Fasaha
PCA tana aiki ne ta hanyar ƙididdige daidaituwar sifofin da gano eigenvectors, 'manyan abubuwan da aka gyara,' waɗanda ke nuni tare da mafi girman bambance-bambance. Kuna adana manyan ƴan abubuwan da aka haɗa da bayanan aiwatarwa akan su, kuna watsar da ƙananan bambance-bambancen kwatance waɗanda galibi su ne hayaniya. t-SNE da UMAP a maimakon su ƙirƙiri alaƙar maƙwabta: suna ƙoƙarin kiyaye maki waɗanda ke kusa da babban girma kusa a cikin taswirar ƙasan ƙasa. UMAP tana gina jadawali na maki kusa, wanda ke sa shi sauri fiye da t-SNE kuma ya fi kyau a adana tsarin duniya mai faɗi.
Jagorar Rage Girman Girma
Rage girman girman yana raguwa bayanai daga ginshiƙai da yawa (fasali) ƙasa zuwa kaɗan yayin kiyaye mahimman tsari. Yana yaƙi da 'la'anar girma,' yana haɓaka ƙirar ƙira, kuma yana ba ku damar haƙiƙa haƙiƙanin bayanai masu rikitarwa a cikin 2D ko 3D. Rage Dimensionality 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 zurfin fahimta, bi da Rage Dimensionality a matsayin samfurin aiki, ba fasali ɗaya ba: ayyana sakamakon da ake so, bayyana 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 Rage Dimensionality suna gina ƙaƙƙarfan 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
Ƙirƙirar kalma ko jumlar jumla daga ƙirar harshe a cikin 2D tare da UMAP don ganin waɗanne dabaru ƙungiyoyin samfuri tare.
Matsa dubunnan ma'auni-bayanin halitta ga kowane majiyyaci zuwa wasu ƴan abubuwa kafin tara nau'ikan cututtuka
Rage fasalulluka na hoto kafin ciyar da su zuwa mai ƙira don haka horarwa yana da sauri kuma ba ta da saurin wuce gona da iri
Haɓaka halayen abokin ciniki a cikin ɗaruruwan ma'auni azaman shirin watsawa na 2D don tabo ɓangarori na kasuwa
Hanyoyin Aiwatarwa
Rage Girman Girma a aikace
Ƙirƙirar kalma ko jumlar jumla daga ƙirar harshe a cikin 2D tare da UMAP don ganin waɗanne ra'ayoyin ƙungiyoyin ƙirar tare.
Ƙirƙirar kalma ko jumlar jimla daga ƙirar harshe a cikin 2D tare da UMAP don ganin waɗanne ra'ayoyin ƙungiyoyin ƙirar tare 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 kuma bin diddigin nasarorin samarwa da ƙimar kuskure akan lokaci.
Rage Girman Girma a aikace
Matsa dubunnan ma'auni-bayanin halitta ga kowane majiyyaci zuwa wasu ƴan abubuwa kafin tara nau'ikan cututtuka.
Matsa dubunnan ma'aunin ma'aunin bayanin kwayoyin halitta ga kowane majiyyaci zuwa wasu ƴan abubuwan kafin tattara nau'ikan cututtukan cuta 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 duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Rage Girman Girma a aikace
Rage fasalulluka na hoto kafin ciyar da su zuwa mai ƙira don haka horarwa yana da sauri kuma ba ta da saurin wuce gona da iri.
Rage fasalulluka na hoto kafin ciyar da su zuwa mai ƙira don haka horarwa yana da sauri kuma ƙasa da ƙasa don wuce gona da iri kan 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 duk nasarorin samarwa da ƙimar kuskure akan lokaci.
Rage Girman Girma a aikace
Haɓaka halayen abokin ciniki a cikin ɗaruruwan ma'auni azaman shirin watsawa na 2D don tabo ɓangarori na kasuwa.
Ganin halayen abokin ciniki a cikin ɗaruruwan ma'auni azaman 2D watsa makirci don tabo sassan kasuwa daban-daban 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 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 Rage Girman Girma yana taimakawa kuma inda hanyoyin mafi sauƙi suka fi kyau.
Daftarin aiki inda Rage Girman Girma yana 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.