Khawucinge nje ngehlabathi apho iikhomputha zichaneke ngakumbi kunabantu ekutolikeni idatha ebonakalayo. Iinkalo zombono wekhompyutheni kunye nokufunda koomatshini zenze le ngcamango ibe yinyani.
Umbono wekhompyuter kunye nokufunda koomatshini, zizinto ezimbini ezibalulekileyo ze-AI. Bakhe babhideke omnye komnye. Zisenokude zisetyenziswe ngokutshintshanayo.
Nangona kunjalo, ziindawo ezahlukeneyo ezineendlela ezahlukeneyo. Kule post, siza kuxubusha umahluko phakathi kombono wekhompyutheni kunye yokufunda umatshini. Sijoyine njengoko sijonga ezi ndawo zincinci ze-AI.
Kutheni Kufuneka Siwenze Lo Mahluko?
Zombini umbono wekhompyuter kunye nokufunda koomatshini zizinto ezibalulekileyo zobukrelekrele bokwenziwa. Ukanti, baneendlela ezahlukeneyo kunye neenjongo. Ngokwazi umahluko phakathi kwabo sinokusebenzisa ngcono amandla e-AI.
Kwaye, sinokukhetha iteknoloji efanelekileyo kwiiprojekthi zethu.
Makhe sijonge kubo bobabini nganye nganye.
Ukuqonda iComputer Vision
Amandla eekhompyuter ukutolika umhlaba obonwayo aziwa ngokuba ngumbono wekhompyuter. Kubandakanya ukuqeqeshwa kweekhompyuter ukuqonda kunye nokuhlalutya imifanekiso yedijithali kunye neevidiyo.
Le teknoloji isebenza ngendlela amehlo kunye nengqondo esebenza ngayo ebantwini. Iikhompyutha ziyakwazi ukubona izinto, ubuso kunye neepateni. Banokukhupha idatha kwiifoto. Kwaye, bavavanya idatha besebenzisa i-algorithms kunye neemodeli.
Amashishini aliqela, kubandakanywa ukhathalelo lwempilo, ezothutho, ezolonwabo kunye nokhuseleko, anokuzuza kumbono wekhompyuter. Umzekelo, umbono wekhompyuter usetyenziselwa ukukhokela iimoto ezingaqhubi kunye nokunceda oogqirha ekufumaneni izifo.
Izinto ezinokwenzeka ngombono wekhompyuter azinamda. Kwaye, sele siqalile ukuphonononga amandla abo.
Imisebenzi ephambili yoMbono weKhompyutha
Ukwamkelwa komfanekiso
Umsebenzi obalulekileyo wombono wekhompyuter kukuqonda umfanekiso. Ifundisa iinkqubo zekhompyutha ukuqaphela nokuhlela imifanekiso yedijithali. Oku kuthetha ukuba iikhompyuter ziyakwazi ukuzibona ngokuzenzekelayo iinxalenye zomfanekiso.
Bayakwazi ukwahlula phakathi kwezinto, izilwanyana kunye nabantu, kwaye babhale ngokufanelekileyo.
Amashishini amaninzi asebenzisa ukuqaphela imifanekiso. Umzekelo, ukuqondwa komfanekiso kusetyenziswa kwiinkqubo zokhuseleko ukuchonga nokulandelela abangeneleli. Kwakhona, isetyenziswa kwiradiography ukunceda oogqirha kuxilongo kunye nonyango.
Ukufunyanwa kwento
Bubuchule bokufumana kunye nokuqaphela izinto kwimidiya emileyo okanye ehambayo ebonakalayo. Izicelo zalo msebenzi ziquka iirobhothi, iimoto ezizimeleyo, kunye nokucupha. Ngokomzekelo, i INest Cam yinkqubo yokhuseleko lwasekhaya elumkisa abathengi xa ibona intshukumo okanye isandi kusetyenziswa ukufumanisa into.
Ukwahlulahlula
Inkqubo yokwahlula umfanekiso iwuqhekeza ube ngamacandelo amaninzi, ngalinye lineempawu zalo ezikhethekileyo. Izicelo zalo msebenzi zibandakanya uhlalutyo lwamaxwebhu, ukusetyenzwa kwevidiyo, kunye nemifanekiso yezonyango.
Ngokomzekelo, inkqubo eyaziwayo yokuhlela imifanekiso Adobe Photoshop isebenzisa ulwahlulo ukwahlula amacandelo ahlukeneyo kumfanekiso kwaye isebenzise iziphumo ezahlukeneyo kwinto nganye.
Ukuqonda ukuFunda koomatshini
Umzekelo omnye we kukubhadla okungeyonyani kukufunda koomatshini. Kukufundisa iikhomputha ukuba zifunde kwiidatha kunye nokwenza uqikelelo olusekelwe kuloo datha. Ngaphandle kwekhowudi ecacileyo, isebenzisa iimodeli zamanani ukunceda iikhompyuter zibengcono kumsebenzi othile.
Ukuyibeka ngenye indlela, ukufunda koomatshini yinkqubo yoqeqesho iikhomputha ukuba bazifundele ngokwabo ngelixa bethatha idatha njengesikhokelo sabo.
Idatha, i-algorithms, kunye nempendulo zizinto ezintathu eziphambili zokufunda koomatshini. I umatshini wokufunda algorithm kufuneka baqale baqeqeshwe kwidathasethi ukuchonga iipateni. Okwesibini, i-algorithm yenza izibikezelo ezisekelwe kwidatha entsha usebenzisa iipatheni ezifundiweyo.
Ekugqibeleni, emva kokufumana ingxelo malunga nokuqikelelwa kwayo, i-algorithm yenza uhlengahlengiso. Kwaye, iphucula ukusebenza kwayo kakuhle.
Iindidi eziphambili zokuFunda koomatshini
UkuFunda ngokuBekwa
Kwimfundo egadiweyo, iseti yedatha ebhalwe ilebhile iqeqesha i-algorithm. Ke, amagalelo kunye neziphumo ezihambelanayo zidityanisiwe. Emva kokufunda ukudibanisa amagalelo kunye neziphumo, i-algorithm inokuqikelela iziphumo usebenzisa idatha entsha.
Usetyenziso olufana nokuqondwa komfanekiso, ukuqondwa kwesandi, kunye nokusetyenzwa kolwimi lwendalo zisebenzisa ukufunda okugadwayo. Umncedisi we-Apple Siri, umzekelo, uqeshe imfundo ebekwe esweni ukuze atolike aze aphumeze imiyalelo yakho.
UkuFunda okungalawulwa
Ukufunda okungajongwanga yinxalenye yokufunda koomatshini. Kule meko, i-algorithm ifundiswa kwi-dataset apho amagalelo kunye neziphumo zingadityaniswa. Ukuvelisa uqikelelo, i-algorithm kufuneka iqale ifunde ukuqaphela iipateni kunye nolungelelwaniso kwidatha.
Usetyenziso olunje ngoxinzelelo lwedatha, ukubhaqwa okungaqhelekanga, kunye nokudibanisa zisebenzisa ukufunda okungajongwanga. Njengokuba, Amazon icebisa iimpahla kubathengi ngokusekelwe kwimbali yabo yokuthenga kunye nemikhwa yokubrawuza usebenzisa ukufunda okungajongwanga.
Ukuqinisa ukufunda
Ibandakanya ukusebenzisana nokusingqongileyo kunye nokufumana ingxelo ngendlela yemivuzo kunye nezohlwayo. I-algorithm izuza amandla okwenza izigqibo ezonyusa imivuzo kunye nokunciphisa izohlwayo.
Ukusetyenziswa kolu hlobo lokufunda koomatshini kubandakanya iirobhothi, iimoto eziziqhubayo, kunye nemidlalo. Ngokomzekelo, iGoogle DeepMind's AlphaGo isoftware isebenzisa ukuqinisa ukufunda ukudlala umdlalo weGo.
Ubudlelwane phakathi koMbono weKhompyutha kunye nokuFunda koMatshini
Indlela iComputer Vision Tasks inokusebenzisa ii-algorithms zokuFunda ngoomatshini?
Imisebenzi emininzi yombono wekhompyuter, kubandakanya ukuchongwa kwezinto kunye nokuhlelwa kwemifanekiso, sebenzisa ukufundwa koomatshini. Uhlobo oluqhelekileyo lobuchule bokufunda ngomatshini obusetyenziswayo uthungelwano lwe-neural convolution (iiCNNs).
Inokuchonga iipateni kunye neempawu kwimifanekiso.
Njengokuba, Imifanekiso kaGoogle isebenzisa iialgorithms zokufunda koomatshini. Iyaziqonda ngokuzenzekelayo kwaye ihlele iifoto ngokusekelwe kwizinto kunye nabantu abakhoyo.
Ukusetyenziswa kombono wekhompyuter kunye nokufunda koomatshini kwihlabathi lokwenyani
Izicelo ezininzi zehlabathi lokwenyani zidibanisa umbono wekhompyuter kunye nokufunda koomatshini. Umzekelo omkhulu ziimoto eziziqhubayo. Bachonga kwaye babeke iliso kwizinto ezisendleleni ngombono wekhompyuter.
Kwaye, basebenzisa i-algorithms yokufunda koomatshini ukwenza izigwebo ezisekelwe kolo lwazi. Waymo yinkampani yemoto eziqhubayo ephantsi kwe Alphabet. Ukuqaphela into kunye nemephu, idibanisa zombini umbono wekhompyuter kunye nokufunda koomatshini.
Umbono wekhompyuter kunye nokufunda koomatshini kusetyenziswa kunye kwishishini lezonyango ngokunjalo. Banceda iingcali ukuba zihlole imifanekiso yezonyango kwaye zincede ekuxingeni. Umzekelo, isixhobo sokuxilonga esivunywe yi-FDA se-IDx-DR sisebenzisa umatshini wokufunda ukujonga imifanekiso ye-retinal kunye nokufumana isifo seswekile. Yimeko ethi, xa ingahoywa, ibangele ubumfama.
Umahluko phakathi kokuFunda koomatshini kunye nombono weKhompyutha
Iintlobo zeeDatha eziQeshwayo
Iindidi zedatha ezisetyenziswa ngumbono wekhompyuter kunye nokufunda koomatshini ziyahluka. Ukufunda ngoomatshini kunokuphatha iintlobo ngeentlobo zedatha, kubandakanywa amanani, itekisi, kunye nedatha yomsindo.
Nangona kunjalo, umbono wekhompyuter ugxile kuphela idatha ebonakalayo njengeefoto kunye neevidiyo.
Usukelo Lwentsimi Nganye
Ukufunda ngoomatshini kunye nombono wekhompyuter uneenjongo ezahlukeneyo. Iinjongo eziphambili zombono wekhompyutheni kukuhlalutya kunye nokuqonda igalelo elibonakalayo. Ezi zikwabandakanya ukuqondwa kwezinto, ukulandelela intshukumo, kunye nohlalutyo lwemifanekiso.
Nangona kunjalo, ii-algorithms zokufunda koomatshini zinokusetyenziselwa zonke iintlobo zemisebenzi.
Umbono weKhompyutha njengeSulana lokuFunda koomatshini
Ngelixa iyindawo eyahlukileyo, umbono wekhompyuter ubonwa njengenxalenye yokufunda koomatshini.
Uninzi lweendlela kunye nezixhobo ezisetyenziswayo ekufundeni koomatshini-njenge ukufunda okunzulu, i-neural networks, kunye ne-clustering-zikwasetyenziselwa ukudala umbono wekhompyutha.
Amathuba avuyisayo Phambili
Ithuba lokuhlangana kwazo likhula linika umdla ngakumbi. Ngokuqhubela phambili kwetekhnoloji entsha, sinokulindela ukubona usetyenziso olumangalisayo.
Intsimi enye apho esi siphambuka sibangela umdla ngakumbi ziirobhothi. Umbono wekhompyuter kunye nokufunda koomatshini kuya kudlala indima ebalulekileyo ekuvumeleni iirobhothi ukuba zihambe kwindawo enzima.
Baza kusebenzisana nezinto kunye nabantu njengoko bekhula ngokuzimeleyo. Sinokulindela ukubona iirobhothi ezisebenza kakuhle kwimisebenzi eyahlukahlukeneyo.
Enye into ebangela umdla yinyani yenyani. Umbono weKhompyutha kunye nokufunda koomatshini, kunye namandla abo okuchonga kunye nokuhlalutya igalelo elibonakalayo, kunokuvumela abantu ukuba bazibandakanye neendawo ezingqongileyo ezibonakalayo ngakumbi ngokwendalo nangengqiqo. Siza kubona usetyenziso olusivumela ukuba sidibanise ngokutyibilikayo elona hlabathi liyinyani kunye nenyani. Iya kuvelisa amathuba amatsha okuzonwabisa, imfundo, kunye nezinye iinjongo.
Ikamva lombono wekhompyuter kunye nokufunda koomatshini kunesithembiso esikhulu. Siza kubona ukusetyenziswa okuphawuleka ngakumbi kwezi ndawo kwiminyaka ezayo.
Shiya iMpendulo