Tangoganizani dziko limene makompyuta ali olondola kwambiri kuposa anthu pomasulira zinthu zooneka. Minda ya masomphenya apakompyuta ndi kuphunzira pamakina zapangitsa lingaliro ili kukhala loona.
Masomphenya apakompyuta ndi kuphunzira pamakina, ndi zigawo ziwiri zofunika kwambiri za AI. Nthawi zina amasokonezeka wina ndi mzake. Zitha kugwiritsidwanso ntchito mosiyana.
Komabe, ndi madera osiyana omwe ali ndi njira zosiyana. Mu positi iyi, tikambirana za kusiyana pakati pa masomphenya apakompyuta ndi makina kuphunzira. Lowani nafe pamene tikufufuza magawo a AI ochititsa chidwi awa.
N'chifukwa Chiyani Tiyenera Kusiyanitsa Izi?
Masomphenya apakompyuta komanso kuphunzira pamakina ndizofunikira kwambiri paluntha lochita kupanga. Komabe, ali ndi njira ndi zolinga zosiyana. Podziwa kusiyana pakati pawo titha kugwiritsa ntchito bwino mphamvu za AI.
Ndipo, tikhoza kusankha luso loyenera la ntchito zathu.
Tiyeni tidutse onse awiri mmodzimmodzi.
Kumvetsetsa Computer Vision
Kuthekera kwa makompyuta kutanthauzira dziko lowoneka bwino kumatchedwa kompyuta vision. Zimaphatikizapo kuphunzitsa makompyuta kuti amvetsetse ndi kusanthula zithunzi ndi makanema a digito.
Ukadaulo uwu umagwira ntchito ngati momwe maso ndi ubongo zimagwirira ntchito mwa anthu. Makompyuta amatha kuzindikira zinthu, nkhope, ndi mawonekedwe. Iwo akhoza kuchotsa deta ku zithunzi. Ndipo, amayesa deta pogwiritsa ntchito ma algorithms ndi zitsanzo.
Mafakitale angapo, kuphatikiza zaumoyo, zoyendera, zosangalatsa, ndi chitetezo, amatha kupindula ndi masomphenya apakompyuta. Mwachitsanzo, masomphenya apakompyuta amagwiritsidwa ntchito kutsogolera magalimoto osayendetsa komanso kuthandiza madokotala kuzindikira matenda.
Mwayi wokhala ndi masomphenya apakompyuta ndi wopanda malire. Ndipo, tangoyamba kufufuza zomwe angathe.
Ntchito Zazikulu za Computer Vision
Kuzindikira Zithunzi
Ntchito yofunikira pakuwona pakompyuta ndikuzindikira zithunzi. Imaphunzitsa makina apakompyuta momwe angadziwire komanso kugawa zithunzi za digito. Izi zikutanthauza kuti makompyuta amatha kuzindikira zigawo za chithunzicho.
Amatha kusiyanitsa pakati pa zinthu, nyama, ndi anthu, ndikuzilemba moyenerera.
Makampani angapo amagwiritsa ntchito kuzindikira zithunzi. Mwachitsanzo, kuzindikira zithunzi kumagwiritsidwa ntchito m'makina achitetezo kuti azindikire ndikutsata omwe akulowa. Komanso, amagwiritsidwa ntchito mu radiography kuthandiza madokotala kuzindikira ndi kuchiza.
Kuzindikira Kwambiri
Ndi njira yopezera ndikuzindikira zinthu munjira yowoneka bwino kapena yosuntha. Mapulogalamu a ntchitoyi akuphatikiza maloboti, magalimoto odziyimira pawokha, komanso kuyang'anira. Mwachitsanzo, a Nest Cam ndi dongosolo lachitetezo chapakhomo lomwe limachenjeza makasitomala akazindikira kuyenda kapena phokoso pogwiritsa ntchito kuzindikira zinthu.
Gawo
Njira yogawa chithunzi ndikuyigawa m'magawo ambiri, iliyonse ili ndi mawonekedwe ake apadera. Mapulogalamu a ntchitoyi akuphatikiza kusanthula kwa zikalata, kukonza makanema, ndi kujambula kwachipatala.
Mwachitsanzo, pulogalamu yodziwika bwino yosinthira zithunzi Adobe Photoshop amagwiritsa ntchito magawo kuti azipatula zigawo zosiyanasiyana mkati mwa chithunzi ndikugwiritsa ntchito zotsatira zosiyanasiyana pa chinthu chilichonse.
Kumvetsetsa Maphunziro a Makina
Chitsanzo chimodzi cha nzeru zochita kupanga ndi kuphunzira makina. Ikuphunzitsa makompyuta kuti aphunzire kuchokera ku data ndikupanga kulosera motengera zomwe datayo. Popanda kulembedwa momveka bwino, imagwiritsa ntchito zitsanzo zowerengera kuti zithandizire makompyuta kuchita bwino pazochitika zinazake.
Kunena mwanjira ina, kuphunzira makina ndi njira yophunzitsira makompyuta kuti aphunzire okha pamene akutenga deta monga kalozera wawo.
Deta, ma aligorivimu, ndi ndemanga ndizo zigawo zitatu zazikulu za kuphunzira pamakina. The makina ophunzirira algorithm amayenera kuphunzitsidwa kaye pa dataset kuti azindikire mawonekedwe. Chachiwiri, algorithm imapanga zolosera kutengera deta yatsopano pogwiritsa ntchito njira zophunziridwa.
Pamapeto pake, atalandira ndemanga pazoneneratu zake, algorithm imapanga zosintha. Ndipo, zimawonjezera mphamvu zake.
Mitundu Yaikulu Yophunzirira Makina
Kuphunzira Kuyang'aniridwa
M'maphunziro oyang'aniridwa, gulu la data lolembedwa limaphunzitsa ma algorithm. Chifukwa chake, zolowa ndi zotuluka zofananira zimaphatikizidwa. Pambuyo pophunzira kugwirizanitsa zolowa ndi zotuluka, algorithm imatha kulosera zotsatira pogwiritsa ntchito deta yatsopano.
Mapulogalamu monga kuzindikira zithunzi, kuzindikira mawu, ndi kukonza zilankhulo zachilengedwe amagwiritsa ntchito kuphunzira koyang'aniridwa. Wothandizira wa Apple mtsikana wotchedwa Siri, mwachitsanzo, amagwiritsa ntchito maphunziro oyang'aniridwa kuti azitha kumasulira ndi kuchita zomwe mwalamula.
Kuphunzira Osayang'aniridwa
Kuphunzira kosayang'aniridwa ndi kagawo kakang'ono ka kuphunzira pamakina. Pankhaniyi, algorithm imaphunzitsidwa pa dataset pomwe zolowa ndi zotuluka sizikuphatikizidwa. Kuti apange zolosera, algorithm iyenera choyamba kuphunzira kuzindikira mawonekedwe ndi kulumikizana kwa data.
Mapulogalamu monga kuponderezana kwa data, kuzindikira zolakwika, ndi kusanjana kumagwiritsa ntchito kuphunzira kosayang'aniridwa. Mwachitsanzo, Amazon imalimbikitsa katundu kwa ogula malinga ndi mbiri yawo yogula ndi chizolowezi chosakatula pogwiritsa ntchito maphunziro osayang'aniridwa.
Zolimbikitsa kuphunzira
Zimaphatikizapo kuyanjana ndi chilengedwe ndikupeza mayankho mumtundu wa mphotho ndi zilango. Algorithm imapeza kuthekera kopanga zisankho zomwe zimawonjezera mphotho ndikuchepetsa zilango.
Mapulogalamu ophunzirira makinawa amaphatikizapo maloboti, magalimoto odziyendetsa okha, komanso masewera. Mwachitsanzo, Google DeepMind's AlphaGo mapulogalamu amagwiritsa ntchito kulimbikitsa kuphunzira kusewera masewera a Go.
Ubale Pakati pa Kuwona Pakompyuta ndi Kuphunzira Kwamakina
Momwe Ntchito Zowonera Pakompyuta Zingagwiritsire Ntchito Ma Algorithms Ophunzirira Makina?
Ntchito zingapo zowonera pakompyuta, kuphatikiza kuzindikiritsa zinthu ndi kugawa zithunzi, kugwiritsa ntchito makina ophunzirira. Njira yodziwika bwino yophunzirira makina omwe amagwiritsidwa ntchito ndi convolutional neural network (CNNs).
Ikhoza kuzindikira mawonekedwe ndi mawonekedwe muzithunzi.
Mwachitsanzo, Zithunzi za Google amagwiritsa ntchito makina ophunzirira ma algorithms. Imadzizindikira yokha ndikuyika zithunzi kutengera zinthu ndi anthu omwe alipo.
Kugwiritsa ntchito masomphenya apakompyuta ndi kuphunzira pamakina mdziko lenileni
Ntchito zingapo zenizeni padziko lapansi zimaphatikiza masomphenya apakompyuta ndi kuphunzira pamakina. Chitsanzo chabwino ndi magalimoto odziyendetsa okha. Amazindikira ndikuwunika zinthu pamsewu ndi masomphenya apakompyuta.
Ndipo, amagwiritsa ntchito makina ophunzirira makina kuti apange ziganizo motengera chidziwitsocho. Waymo ndi kampani yodziyendetsa yokha ya Alphabet. Pakuzindikira zinthu ndi kupanga mapu, zimaphatikiza masomphenya apakompyuta komanso kuphunzira pamakina.
Masomphenya apakompyuta ndi kuphunzira kwamakina zimagwiritsidwanso ntchito limodzi m'makampani azachipatala. Amathandiza akatswiri kuti awone zithunzi zachipatala ndikuthandizira kuzindikira. Mwachitsanzo, chida chovomerezeka ndi FDA chodziwira matenda IDx-DR chimagwiritsa ntchito kuphunzira pamakina kuyang'ana zithunzi za retina ndikupeza matenda a shuga. Ndi chikhalidwe chimene, ngati chinyalanyazidwa, chingayambitse khungu.
Kusiyana Pakati pa Kuphunzira Kwamakina ndi Kuwona Pakompyuta
Mitundu ya Data Yogwiritsidwa Ntchito
Mitundu ya data yomwe masomphenya a kompyuta ndi kuphunzira pamakina amagwiritsa ntchito zimasiyana. Kuphunzira pamakina kumatha kuthana ndi mitundu yosiyanasiyana ya data, kuphatikiza manambala, zolemba, ndi zomvera.
Komabe, masomphenya apakompyuta amangoyang'ana zowonera monga zithunzi ndi makanema.
Zolinga za Munda Uliwonse
Kuphunzira makina ndi masomphenya apakompyuta ali ndi zolinga zosiyanasiyana. Zolinga zazikulu za masomphenya apakompyuta ndi kusanthula ndi kumvetsetsa zojambulidwa. Izi zikuphatikizanso kuzindikira zinthu, kutsatira zoyenda, ndi kusanthula zithunzi.
Komabe, makina ophunzirira makina amatha kugwiritsidwa ntchito pazinthu zamitundu yonse.
Masomphenya a Pakompyuta ngati Chigawo Chophunzirira Makina
Ngakhale ndi gawo losiyana, masomphenya apakompyuta amawonekanso ngati gawo la kuphunzira kwamakina.
Njira zingapo ndi zothandizira zomwe zimagwiritsidwa ntchito pophunzira makina - monga kuphunzira kwakukulu, ma neural network, ndi clustering—amagwiritsidwanso ntchito kupanga kompyuta kuona.
Zothekera Zosangalatsa M'tsogolo
Kuthekera kwa mphambano yawo kukukula mosangalatsa kwambiri. Ndi kupita patsogolo kwa matekinoloje atsopano, titha kuyembekezera kuwona ntchito zochititsa chidwi.
Gawo limodzi lomwe mphambanoyi ili yosangalatsa kwambiri ndi maloboti. Masomphenya apakompyuta ndi kuphunzira pamakina kudzakhala ndi gawo lofunikira pakuloleza maloboti kuyenda m'malo ovuta.
Adzalumikizana ndi zinthu ndi anthu pamene akukula kwambiri. Titha kuyembekezera kuwona maloboti omwe amagwira bwino ntchito zosiyanasiyana zapakhomo.
Chinthu chinanso chochititsa chidwi ndi zenizeni zenizeni. Masomphenya a pakompyuta ndi kuphunzira pamakina, ndi kuthekera kwawo kuzindikira ndi kusanthula zolowa m'mawonekedwe, kumatha kulola anthu kuti azilumikizana ndi zomwe zikuchitika mwachilengedwe komanso mwachilengedwe. Tidzawona mapulogalamu omwe amatilola kugwirizanitsa bwino dziko lenileni komanso zenizeni. Idzabweretsa mwayi watsopano wa zosangalatsa, maphunziro, ndi zolinga zina.
Tsogolo la masomphenya apakompyuta ndi kuphunzira pamakina lili ndi malonjezano ambiri. Tidzawona kugwiritsidwa ntchito modabwitsa kwa maderawa m'zaka zikubwerazi.
Siyani Mumakonda