Momwe mungayambitsire luntha lochita kupanga mu makina a kamera omwe alipo

Kuyika AI mu makina omwe alipo kale sikuti kumangowonjezera magwiridwe antchito komanso kulondola kwa kuwunika komanso kumathandizanso kusanthula mwanzeru zochitika komanso luso lochenjeza koyambirira. Mwa kusankha mitundu yoyenera yophunzirira mozama, kukonza ukadaulo wamavidiyo nthawi yeniyeni, kugwiritsa ntchito makompyuta osakanikirana komanso kapangidwe ka mitambo, komanso kugwiritsa ntchito zida zosungiramo zinthu komanso zokulirapo, ukadaulo wa AI ukhoza kuphatikizidwa bwino mu makina omwe alipo kale.

Kuyambitsa Ukadaulo wa AI

Kusankha ndi Kukonza Chitsanzo cha Kuphunzira Kwambiri

Ma model a kuphunzira mozama ndi "ubongo" wa makina owonera makanema, omwe ali ndi udindo wopeza ndi kusanthula chidziwitso kuchokera ku mafelemu a makanema. Kusankha chitsanzo choyenera cha kuphunzira mozama ndikofunikira kwambiri pakukweza magwiridwe antchito a makina. Ma model odziwika bwino a kuphunzira mozama ndi awa:

Mndandanda wa YOLO: Woyenera zochitika zomwe zimafunika nthawi yeniyeni, monga kuyang'anira magalimoto.

R-CNN Yofulumira: Yoyenera zochitika zomwe zimafunikira kulondola kwambiri, monga kuzindikira zolakwika m'mafakitale.

Chosinthira Maso (ViT): Chimachita bwino kwambiri pokonza zochitika zovuta komanso deta ya nthawi yayitali.

Kuti muwongolere bwino maphunziro a chitsanzo ndi magwiridwe antchito, njira zotsatirazi zowongolera zingagwiritsidwe ntchito:

Kuphunzira kusamutsa: Kugwiritsa ntchito mitundu yophunzitsidwa kale kuti muchepetse nthawi yophunzitsira komanso zosowa za deta.

Kugawa deta: Kumawonjezera luso la makompyuta.

Ukadaulo wa kanema wa nthawi yeniyeni: Kuzindikira kanema wa nthawi yeniyeni ndi ntchito yofunika kwambiri mu machitidwe oyang'anira, ndipo kugwira ntchito kwake kumadalira njira zama hardware ndi kukonza. Njira zodziwika bwino zaukadaulo zimaphatikizapo: TensorRT: Imafulumizitsa kutsimikizira kwa chitsanzo. Kapangidwe ka kutsimikizira kosasinthasintha: Imakonza makanema ambiri osatseka ntchito. Ponena za chithandizo cha hardware, ma GPU ndi ma FPGA amachita bwino kwambiri pazinthu zomwe zimakhala ndi ndalama zambiri, pomwe ma NPU omwe ali muzipangizo zam'mphepete amalinganiza magwiridwe antchito ndi kugwiritsa ntchito mphamvu moyenera.

Kapangidwe kosakanikirana kophatikiza makompyuta a m'mphepete ndi mtambo kumathandizira mitundu yogwiritsira ntchito bwino. Kuwerengera kwa m'mphepete kumapereka ubwino wa magwiridwe antchito nthawi yeniyeni, kuchotsa kufunikira kwa kutumiza kwa netiweki. Kusanthula kochokera ku mitambo kumatha kusunga zambiri zakale ndikuchita kusanthula kwakukulu kwa mapangidwe. Mwachitsanzo, dongosolo lachitetezo limachita kusanthula kwanthawi zonse kwa kayendedwe ka antchito pazida za m'mphepete, pomwe limatsitsa kusanthula kwa machitidwe ovuta a umbanda kumaseva amtambo.

Kuyika mu Container ndi Scalable Deployment

Ukadaulo wogwiritsa ntchito ma container (monga Docker ndi Kubernetes) umathandizira kuyika makina mwachangu komanso kusintha kosavuta komanso kukulitsa. Kudzera mu containerization, opanga mapulogalamu amatha kuyika mitundu ya AI ndi zodalirana zina pamodzi, kuonetsetsa kuti ntchitoyo ikuyenda bwino m'malo osiyanasiyana.

Milandu Yogwiritsira Ntchito Poyambitsa Luntha Lochita Kupanga

Kuyang'anira Makanema a AI m'mizinda Yanzeru

Mu mizinda yanzeru, ukadaulo wa AI umagwiritsidwa ntchito kwambiri mumakina owonera makanema kuti akonze bwino kayendetsedwe ka mizinda komanso chitetezo. Mwachitsanzo, makamera omwe amayikidwa pamitengo yanzeru amagwiritsa ntchito ukadaulo wozindikira mawonekedwe a biometric ndi mapatani kuti azindikire okha magalimoto ndi oyenda pansi omwe akuswa malamulo apamsewu ndikuwachenjeza. Pulogalamuyi sikuti imangowongolera bwino kayendetsedwe ka magalimoto komanso imachepetsa kufunikira kwa anthu.

Kuyang'anira Magalimoto Mwanzeru

Pankhani ya mayendedwe anzeru, ukadaulo wa AI ukugwiritsidwa ntchito kukonza kuwongolera zizindikiro zamagalimoto, kulosera kuchuluka kwa magalimoto, komanso kuzindikira ngozi zamagalimoto zokha. Mwachitsanzo, Metropolis City yaphatikiza ukadaulo wowongolera zizindikiro zosinthika pamalo olumikizirana. Ukadaulo uwu, wophatikizidwa ndi ma algorithms a AI, umagwiritsa ntchito masensa ozungulira osinthika ndi makina ozindikira makanema kuti agwire deta yeniyeni ndikukonza nthawi yazizindikiro zamagalimoto pogwiritsa ntchito mitundu yophunzirira makina. Ukadaulo uwu wachepetsa kwambiri kuchedwa kwa magalimoto ndikuwongolera bwino mtundu wautumiki wamagalimoto.

Kuyika AI mu makina omwe alipo kale sikuti kumangowonjezera magwiridwe antchito komanso kulondola kwa kuwunika komanso kumathandizanso kusanthula mwanzeru zochitika komanso luso lochenjeza koyambirira. Mwa kusankha mitundu yoyenera yophunzirira mozama, kukonza ukadaulo wamavidiyo nthawi yeniyeni, kugwiritsa ntchito makompyuta osakanikirana komanso kapangidwe ka mitambo, komanso kugwiritsa ntchito zida zosungiramo zinthu komanso zokulirapo, ukadaulo wa AI ukhoza kuphatikizidwa bwino mu makina omwe alipo kale.