Mā te whakauru i te AI ki roto i ngā pūnaha kāmera o nāianei, ehara i te mea ka whakapai ake i te pai me te tika o te aroturukitanga anake, engari ka taea hoki te tātari tirohanga atamai me ngā āheinga whakatūpato wawe. Mā te whiriwhiri i ngā tauira ako hohonu e tika ana, te arotau i te hangarau whakatau ataata wā-tūturu, te whakamahi i te hoahoa rorohiko taha ranu me te kapua, me te whakatinana i te whakatinanatanga ipu me te tauine, ka taea te whakauru pai i te hangarau AI ki roto i ngā pūnaha kāmera o nāianei.
Te Whakataki i ngā Hangarau AI
Te Kōwhiringa me te Arotautanga o te Tauira Ako Hōhonu
Ko ngā tauira ako hohonu ngā "roro" o ngā pūnaha tirotiro ataata, e kawenga ana mō te tango me te tātari i ngā mōhiohio mai i ngā anga ataata. He mea nui te whiriwhiri i te tauira ako hohonu tika hei whakapai ake i te mahi a te pūnaha. Ko ngā tauira ako hohonu noa ko:
Raupapa YOLO: He pai mō ngā horopaki me ngā whakaritenga wā-tūturu teitei, pērā i te aroturukitanga waka.
R-CNN Tere Ake: He pai mō ngā horopaki me ngā whakaritenga tika teitei, pērā i te kimi hapa ahumahi.
Kaiwhakawhiti Ataata (ViT): He tino pai ki te tukatuka i ngā whakaaturanga uaua me ngā raraunga raupapa wā roa.
Hei whakapai ake i te whai huatanga me te mahi a te tauira whakangungu, ka taea te whakamahi i ngā tikanga arotau e whai ake nei:
Whakawhiti ako: Te whakamahi i ngā tauira kua whakangungua mua hei whakaiti i te wā whakangungu me ngā whakaritenga raraunga.
Te wehewehe raraunga: Ka whakapai ake i te whai huatanga o te rorohiko.
Hangarau whakatau ataata wā-tūturu: He mahi matua te whakatau ataata wā-tūturu i roto i ngā pūnaha tirotiro, ā, ko tōna whai huatanga e whakawhirinaki ana ki ngā tikanga taputapu me te arotau. Ko ngā huarahi hangarau noa ko: TensorRT: Whakateretere i te whakatau tauira. Hanganga whakatau kore-tukutahi: Tukatuka i ngā rerenga ataata maha me te kore e aukati i ngā mahi. Mō te tautoko taputapu, he pai ngā GPU me ngā FPGA i roto i ngā horopaki taurite-teitei, ko ngā NPU i roto i ngā taputapu taha e whakataurite ana i te mahi me te whai huatanga o te pūngao.
Mā te hoahoa ranu e whakakotahi ana i te rorohiko taha me te kapua ka taea ai ngā tauira whakatinanatanga atamai ake. Ka tukuna e te rorohiko taha te painga o te mahi wā-tūturu, ka kore e hiahiatia te tuku whatunga. Ka taea e ngā tātaritanga kapua te penapena raraunga hītori me te whakahaere tātaritanga tauira nui. Hei tauira, ka whakahaerehia e te pūnaha haumarutanga te tātaritanga rere o ngā kaimahi i runga i ngā taputapu taha, me te tuku i te tātaritanga tauira whanonga taihara uaua ki ngā tūmau kapua.
Te Whakatakotoranga Ipu me te Whakatakotoranga Tauine
Mā ngā hangarau whakapūmau (pērā i a Docker me Kubernetes) ka taea te whakatinana tere i te pūnaha me te whakahōu me te whakawhānui ngāwari. Mā te whakapūmau, ka taea e ngā kaiwhakawhanake te whakakotahi i ngā tauira AI me ngā whakawhirinakitanga e pā ana, kia mau ai te mahi i roto i ngā taiao rerekē.
Ngā Tauira Whakamahinga o te Whakauru i te Matauranga Horihori
Te Tirotiro Ataata AI i roto i ngā Tāone Atamai
I roto i ngā tāone atamai, e whakamahia whānuitia ana te hangarau AI i roto i ngā pūnaha tirotiro ataata hei whakapai ake i te whai huatanga me te haumaru o te whakahaere tāone. Hei tauira, ka whakamahia e ngā kāmera e mau ana ki ngā pou atamai ngā hangarau koiora me te tautuhi tauira hei kimi aunoa i ngā waka me ngā kaihaerere e takahi ana i ngā ture huarahi me te whakatūpato i a rātou. Ehara i te mea ka whakapai ake tēnei tono i te whai huatanga o te whakahaere huarahi anake, engari ka whakaitihia hoki te hiahia mō te wawaotanga a te tangata.
Te Whakahaere Waka Atamai
I roto i te ao o te kawe waka atamai, kei te whakamahia te hangarau AI hei arotau i te whakahaere tohu waka, hei matapae i te rere o ngā waka, me te kimi aunoa i ngā aituā waka. Hei tauira, kua whakauruhia e Metropolis City te hangarau whakahaere tohu urutau i ngā whakawhiti huarahi. Ka whakamahia e tēnei hangarau, me ngā rauropi AI, ngā pūoko porowhita whakaaweawe me ngā pūnaha kimi ataata hei hopu raraunga wā-tūturu, ā, ka arotau hoki i te roa o ngā tohu waka mā te whakamahi i ngā tauira ako mīhini. Kua tino whakaitihia e tēnei hangarau ngā whakaroa waka, ā, kua pai ake te kounga o te ratonga waka.
Mā te whakauru i te AI ki roto i ngā pūnaha kāmera o nāianei, ehara i te mea ka whakapai ake i te pai me te tika o te aroturukitanga anake, engari ka taea hoki te tātari tirohanga atamai me ngā āheinga whakatūpato wawe. Mā te whiriwhiri i ngā tauira ako hohonu e tika ana, te arotau i te hangarau whakatau ataata wā-tūturu, te whakamahi i te hoahoa rorohiko taha ranu me te kapua, me te whakatinana i te whakatinanatanga ipu me te tauine, ka taea te whakauru pai i te hangarau AI ki roto i ngā pūnaha kāmera o nāianei.
Te wā tuku: Hurae-31-2025