Ukuqeqeshwa kobuhlakani bokwenziwa: izifundo, izindlela zomsebenzi kanye nezicelo

Informatec Digital » Izinsiza » Ukuqeqeshwa kobuhlakani bokwenziwa: izifundo, izindlela zomsebenzi kanye nezicelo

La ukuqeqeshwa kwezobuhlakani bokwenziwa Sekuyisihloko esiyinhloko kochwepheshe bezobuchwepheshe nanoma ubani ofuna ukuqonda ukuthi i-AI izothinta kanjani impilo yabo yansuku zonke. Kusukela ezifundweni zokwethula zamahhala nezinkulu kuya ezinhlelweni ezikhethekile ezinkampanini nasemanyuvesi, iminikelo yemfundo iyaqhubeka nokukhula futhi ivumelane nesivinini esikhulu lapho lobu buchwepheshe buthuthuka khona, okuhlanganisa izinsiza zobuchwepheshe kanye neziqondiso.

Kulesi sihloko sizochaza ngokuningiliziwe ukuthi hlobo luni lwe izifundo zobuhlakani bokwenziwa Zikhona, okuqukethwe ezivame ukukufaka, yimaphi amaphrofayili ochwepheshe avelayo mayelana ne-AI, ukuthi ahlelwe kanjani isilabhasi nama-algorithmsYiziphi izinketho zokukhokha noma zesitifiketi ongazithola futhi iyiphi indima edlalwa yizinhlelo zomphakathi nezangasese, njengephrojekthi yaseYurophu i-Elements of AI noma iziphakamiso zokuqeqesha zezinkampani ezinkulu zobuchwepheshe.

Amaphrofayili ochwepheshe kanye nezindlela zomsebenzi kubuhlakani bokwenziwa

Ukwanda kwe-AI kudale isidingo esinzima se- amaphrofayili ochwepheshe akhethekile, kokubili ezinkampanini zomphakathi nezizimele kanye nakuzo zonke imikhakha ekhiqizayo: ezezimali, ezempilo, ezokuthutha, ezokuthengisa, ezokumaketha, ama-ejenti ezimboni kanye ne-AIukuphathwa komphakathi kanye nesikhathi eside njll.

Phakathi kwamathuba emisebenzi avame kakhulu, isikhundla se- ubuhlakani bokwenziwa kanye nonjiniyela wedatha enkulu, igxile ekwakhiweni nasekwakheni izinhlelo ezikwazi ukufunda idatha nokwenza izinqumo ezizenzakalelayo noma ezizenzakalelayo ezithinta izinqubo zebhizinisi langempela.

Enye iphrofayili yakudala yilena ka uchwepheshe wezinhlelo zohlelounesibopho sokudala izixazululo ezisekelwe emithethweni, ulwazi lochwepheshe kanye nezinjini zokuphetha ezilingisa ukwenza izinqumo kochwepheshe abangabantu ezindaweni ezithile, njengokuxilongwa, ukwesekwa kwezinqumo noma ukuhlela.

Izinhlangano eziningi zifuna nendima yokuba uchwepheshe kwezobunhloli bokwenziwa kanye nedatha enkuluUmuntu ohlanganisa ulwazi lobuchwepheshe kuma-algorithms nokuqonda kwebhizinisi okunesu, ukuhlonza izimo zokusetshenziswa, ukuchaza amamephu emigwaqo kanye nokuxhumanisa amaqembu ahlukahlukene.

Okuhlobene kakhulu nakho konke okungenhla yiphrofayili ka umhlaziyi wedathaesebenza ngokucubungula, ukuhlela nokuhlaziya ulwazi oluvela emithonjeni eminingi, ukusebenzisa amasu okufunda izibalo kanye nomshini kanye nokusebenzisa izinsiza ze-MySQL ukukhipha amaphethini, izitayela, nolwazi olusebenzisekayo olusebenza njengesisekelo sokwenza izinqumo.

Ezimweni eziningi, laba ochwepheshe bangajoyina izinkampani zanoma yimuphi usayiziKusukela ezinkampanini ezinkulu kuya kuma-SME noma ama-startup, kanye nokuphathwa komphakathi. Kuvamile futhi ukusebenza njengomuntu ozimele noma umeluleki, ohlinzeka ngezinsizakalo zokuthuthukisa, ukuhlolwa kwemodeli, ukuqeqeshwa kweqembu, noma ukuklama isu le-AI ngaphakathi kwezinhlangano eziqala ukwenza idijithali.

Ukuqeqeshwa ku-AI yokukhiqiza kanye nokuthuthukiswa kwesofthiwe

Enye yezindawo ezikhula ngokushesha kakhulu yi- ubuhlakani bokwenziwa obukhiqizwayo obusetshenziswa ekuthuthukisweni kwesofthiweAkuseyona nje indaba yokuhlaziya idatha, kodwa mayelana nokukhiqiza okuqukethwe okusha: ikhodi, imibhalo, izivivinyo, imiklamo ye-API, kanye nabasizi abahlakaniphile.

Izinhlelo zokuqeqesha zamanje zifaka phakathi amamojula e- Thola izimiso eziyisisekelo ze-AI yokukhiqizaChaza ukuthi amamodeli akha umbhalo, izithombe, umsindo, noma ividiyo asebenza kanjani, futhi ubonise ukuthi ahlanganiswe kanjani emsebenzini wamaqembu okuthuthukisa.

Lokhu okuqukethwe kuhlanganisa ukuhlaziywa kwe- amathuluzi, amamodeli kanye nezinhlaka ezithola ukuthandwa okwengeziwe, kusukela kumamodeli ezilimi amakhulu kuya kumalayibrari e-cloud kanye nezinsizakalo ezivumela ukufaka amakhono okukhiqiza ezinhlelweni zokusebenza ngaphandle kwesidingo sokuklama imodeli kusukela ekuqaleni, kanye nemikhuba ye Ama-DevOps ane-AI.

Lokhu okulandelayo nakho kuyabhekwana nakho: izinhlelo zokusebenza ezisebenzayo kuhlelo: ukukhiqizwa kwekhodi kusukela ezincazelweni zolimi lwemvelo, ukudalwa okuzenzakalelayo kwamadokhumenti obuchwepheshe, ukwakheka kweyunithi, ukuhlolwa kokuhlanganiswa noma kokuhlehlisa, kanye nabasizi abahlakaniphile abasiza ekubukezeni, ekulungiseni nasekulungiseni amaphrojekthi ayinkimbinkimbi.

Ingxenye ebalulekile yokuqeqeshwa igxile ekuthuthukisweni ikhono lokuklama izixazululo ngokusekelwe ku-AI yokukhiqiza ngaphakathi kwezimo zokubambisana: ukuhlanganiswa kumapulatifomu okulawula izinguqulo, ukusetshenziswa kumapayipi e-CI/CD, ukuzenzekela kokubuyekezwa noma ukuthunyelwa kwekhodi, kanye nokudalwa kwama-chatbot obuchwepheshe ukusiza amaqembu.

Izimiso zobuhlakani bokwenziwa: ama-ejenti, izinhlelo zochwepheshe, kanye namanethiwekhi ezinzwa

Cishe kuzo zonke izifundo eziphakathi noma ezithuthukile, isigaba sinikezelwe ku- izimiso eziyisisekelo zobuhlakani bokwenziwa, lapho kubuyekezwa khona imibono eyinhloko, izakhiwo kanye nezinhlobo zezinhlelo eziye zathuthukiswa kuwo wonke umlando walesi sifundo.

Okulandelayo kuyafundwa: ama-agent ahlakaniphileIzinhlangano ezibona indawo yazo ngezinzwa futhi zisebenzele kuyo ngokusebenzisa ama-actuator, zilandela izinqubomgomo ezifuna ukwandisa isilinganiso sokusebenza noma ukusetshenziswa, into ebalulekile kumarobhothi, ukuzenzekela kwezimboni noma izinhlelo ezizimele.

Izinhlelo zifaka incazelo ye izinhlelo zama-ejenti amaningi, lapho amanxusa amaningana esebenzisana, ebambisana noma encintisana ukuze afinyelele imigomo yomuntu ngamunye neyabiwe, okubalulekile ekulingiseni okuyinkimbinkimbi, ukulungiswa kwethrafikhi, izimakethe ezingokoqobo noma imidlalo yevidiyo.

Esinye isigaba esidumile yilesi izinhlelo zochwepheshe kanye nezinhlelo ezisekelwe emithethweni, ezisebenzisa izisekelo zolwazi, imithetho enengqondo kanye nezinjini zokuphetha ukuze kucatshangelwe amaqiniso, okudala iziphetho noma izincomo ezintsha, ikakhulukazi ezindaweni lapho ulwazi lochwepheshe babantu luhlelwe kahle khona.

Akukho nokushoda kwe- amanethiwekhi we-neural wokufakelwa kanye namamodeli okufunda okujulile, asisiza ukuthi sibhekane nezinkinga eziyinkimbinkimbi kakhulu njengokubona inkulumo, umbono wekhompyutha, ukuhumusha ngomshini, noma amamodeli athuthukile okukhiqiza.

Ekugcineni, ukusetshenziswa kwe ama-ontoloji kanye nemibono yokuqondaezisiza ukumela ulwazi ngendlela ehlelekile, zichaze ubudlelwano phakathi kwemibono futhi zisondele ezicini ezithile zokuqonda komuntu ukuze kuthuthukiswe ukuchazwa kolwazi ngokwencazelo.

Amamodeli olimi kanye nezisekelo zobunjiniyela obusheshayo

Ngokuvela kwamamodeli amakhulu olimi, izinhlelo eziningi zokuqeqesha zifake amamojula athile chaza ukuthi la mamodeli asebenza kanjaniindlela abaqeqeshwa ngayo, uhlobo luni lwedatha abalusebenzisayo, kanye nokuthi yiziphi izikhwepha zabo eziyinhloko kanye nokulinganiselwa.

Enye yemiqondo ebalulekile yi- ubunjiniyela obusheshayoOkusho ukuthi, ubuciko kanye nobuchwepheshe bokuklama imiyalelo efanele, izibonelo, kanye nezimo ukuze kuqondiswe ukukhiqizwa kwezimpendulo yi-AI, kuthuthukiswe ukunemba kanye nokusebenza kahle kwemiphumela.

Lezi zifundo zihlaziya ukuthi zihluke kanjani izindlela zokubhala imiyalelo Izici ezithinta ikhwalithi yomkhiqizo okhiqizwayo zifaka: izinga lemininingwane, ithoni, imikhawulo ecacile, ifomethi elindelekile, ukusetshenziswa kwezibonelo ezinhle nezimbi, kanye nokuhlukanisa imisebenzi eyinkimbinkimbi ibe yizinyathelo ezincane.

Abafundi bafundiswa nendlela yokusebenzisa amasu afana nalawa: ukuphindaphinda kwesaziso, ukufakwa komongo owengeziwe, uchungechunge lomcabango, noma inhlanganisela yamathuluzi angaphandle (isb., izizindalwazi noma ama-API) ukuze kucebiswe ulwazi olusetshenziswa yimodeli lapho kukhiqizwa izimpendulo.

Konke lokhu kuhambisana nezivivinyo ezisebenzayo lapho abafundi zizwele mathupha ukuthi izinguquko ezincane emiyalweni ziveza kanjani izimpendulo ezihluke kakhulu, okusiza ukuqonda kangcono ukuziphatha kwangaphakathi kwamamodeli olimi.

Ukufunda komshini: izinhlobo zamamodeli nezindlela eziyinhloko

Ukufunda komshini kusenhliziyweni yezixazululo eziningi ze-AI zesimanje, ngakho-ke noma yiluphi uhlelo lokuqeqesha oluqinile luhlanganisa isigaba esinikezelwe kulo. izimiso, izindlela kanye nama-algorithms okufunda komshini.

Kuchaza i- ukufunda okugadiwelapho amamodeli eqeqeshwa khona ngedatha enelebula ukuxazulula imisebenzi yokuhlela, ukuhlehlisa noma ukubeka amazinga, kusetshenziswa ama-algorithms afana nezihlahla zezinqumo, amanethiwekhi e-neural, imishini ye-vector yokusekela noma amamodeli aqondile.

Ngesikhathi esifanayo, okulandelayo kwethulwa: ukufunda okungajwayelekile, esebenza ngedatha engenamalebula ukuthola izakhiwo ezifihliwe, ukuhlukanisa amakhasimende, amadokhumenti eqembu noma ukunciphisa ubukhulu kusetshenziswa amasu anjengokuqoqa noma ukuhlaziywa kwengxenye eyinhloko.

Ezinye izinhlelo ziya phambili ukufunda okugadwe kancane, ukuhlanganisa amasethi edatha amancane anelebula nenani elikhulu ledatha engachaziwe, okuvumela ukusebenza okuthuthukisiwe lapho ukufaka amasampula amalebula kubiza kakhulu noma kuhamba kancane.

Akukho futhi akukho ukuntula ukuqinisa ukufunda, igxile kuma-ejenti afunda ukwenza izinqumo ezilandelanayo ngemivuzo nezijeziso, ezisetshenziswa kabanzi kumarobhothi, imidlalo yevidiyo, ukwenza ngcono izinqubo noma izinhlelo zokuncoma ezisebenzisanayo.

Lawa mabhulokhi ngokuvamile afaka okuqukethwe mayelana isakhiwo semodeliUkukhethwa kwezici, izilinganiso zokusebenza, ukuqinisekiswa okuhlanganisiwe, ukufakwa ngokweqile, ukuhlelwa kabusha, kanye namasu okuthuthukisa okuqhubekayo, ukuze abafundi baqonde kokubili ukwakheka kanye nokuhlolwa okuqinile kwama-algorithms.

Ukucutshungulwa kwedatha yedijithali kanye nokuhlaziywa kokwenza izinqumo

Ikhono elibalulekile kunoma yikuphi ukuqeqeshwa kwe-AI yi- ukucutshungulwa kwedatha kwedijithaliokuhlanganisa ukuhlonza, ukuthola, ukuthola, ukugcina, ukuhlela nokuhlaziya ulwazi lwedijithali ngempumelelo nangokuphephile.

Izifundo zichaza ukuthi kanjani hlola ukufaneleka kanye nenhloso yedatha eqoqwe, ukuhlola ikhwalithi yayo, ukuthola ukucwasa okungaba khona nokuqinisekisa ukuthi ukusetshenziswa kwayo kuhambisana nezinhloso zephrojekthi kanye nemithetho yamanje yobumfihlo nokuvikelwa kwedatha.

Ingxenye ye- ukuhlaziywa kwedatha Igxila emasu okuguqula idatha eluhlaza ibe ulwazi oluwusizo, okuhlanganisa ukuhlola okubonakalayo, ukubalwa kwezinkomba ezibalulekile, ukwakhiwa kwamadeshibhodi, kanye nokusetshenziswa kwama-algorithms ukukhipha amaphethini noma izitayela ezibalulekile.

Lonke lolu hlelo luhlose ukusekela izinqubo zokwenza izinqumo ezinhlanganweni, zinikeza ulwazi olusekelwe ebufakazini oluvumela ukulungisa amasu, ukuthuthukisa izinsiza, ukubikezela ukuziphatha kwesikhathi esizayo, noma ukuthola izinto ezingavamile ngaphambi kokuba zibe izinkinga ezinkulu.

Ezimweni eziningi, amathuluzi afinyelelekayo futhi asetshenziswa kabanzi asetshenziswa embonini, ukuze ukufunda kudluliselwe ngokushesha endaweni yokusebenza. imvelo professional futhi kungahlali kuyizibonelo zemfundo nje ezingaxhunyiwe eqinisweni.

Ukwakhiwa kwezinhlelo ezihlakaniphile, imikhiqizo, kanye nabasizi

Ngaphandle kwengxenye yobuchwepheshe kuphela, ukuqeqeshwa kwe-AI kuvame ukufaka okuqukethwe ku- izinhlelo kanye nomklamo womkhiqizoLokhu kuhilela ukuhlela ukuthi izixazululo zobuhlakani bokwenziwa zizohlanganiswa kanjani nezakhiwo ezikhona.

Abafundi bafunda dala imininingwane yokusebenza kwemikhiqizo nezinsizakalo ezisekelwe ku-AI, kucatshangelwa kokubili izidingo zomsebenzisi wokugcina kanye nemikhawulo yobuchwepheshe, isabelomali, izikhathi zokuthuthukiswa, kanye nezidingo zomthetho.

Emkhakheni we-AI yokukhiqiza, kwenziwa umsebenzi ku- umklamo wabasizi abahlakaniphile ezisekela imisebenzi yobuchwepheshe noma yokubambisana: ama-chatbot angaphakathi, abasizi bokubhala amadokhumenti, abasizi bokusekela bezinga 1, noma izinhlelo eziphakamisa izixazululo zezinkinga ezivamile emsebenzini wansuku zonke weqembu.

Ingxenye yokufunda ihilela ukuhlonza ukuthi yini izinqubo zingenziwa ngokuzenzakalelaukuthi yiziphi okufanele zihlale zilawulwa ngqo ngabantu nokuthi zingasungulwa kanjani izindlela zokuqapha ukuqinisekisa ukuthi i-AI isebenza ngaphakathi kwemingcele echaziwe kanye nezinga elamukelekayo lokucaca.

Ngesikhathi esifanayo, abafundi bakhuthazwa ukuthi hlaziya imiphumela ngokujulile kukhiqizwe ngamathuluzi e-AI, kuhlolwa ukunemba kwawo, ukuvumelana, amaphutha noma ukucwasa okungenzeka, kanye nokuphakamisa ukuthuthukiswa okuphindaphindiwe kokubili kumamodeli kanye nendlela ahlanganiswe ngayo emisebenzini yokusebenza.

Izakhi ze-AI: i-MOOC yamahhala yazo zonke izakhamuzi

Phakathi kwezinhlelo eziphawuleka kakhulu zokuletha lolu lwazi eduze kwabantu bonke yiphrojekthi AI Elements, inkambo yamahhala eku-inthanethi egxile ezintweni eziyisisekelo zobuhlakani bokwenziwa.

Inhloso eyinhloko yalesi siphakamiso semfundo ukuthi phakamisa izinga lolwazi mayelana nobuchwepheshe be-AI emphakathini, okwenza noma yimuphi umuntu onesithakazelo athole inkambo efinyelelekayo, mahhala futhi ngendlela efundisayo kodwa eqinile.

Le MOOC yadalwa ekuqaleni yi- IYunivesithi yaseHelsinki ngokubambisana nenkampani iReaktor, futhi yaqalwa ukwethulwa eFinland ngo-2018, ixhaswe uhulumeni waseFinland njengengxenye yobumongameli bayo boMkhandlu we-European Union.

Ngemva kwalokho, futhi ngokusekelwa yi- I-European CommissionLe khosi ihunyushwe futhi yanwetshwa nakwamanye amazwe angamalungu, yafinyelela naseSpain, lapho iHhovisi Likahulumeni Lokwenza Idijithali kanye Nobuhlakani Bokwenziwa liphethe khona ukuqaliswa kwayo.

Ezweni lethu, i- I-UNED inikeza ukwesekwa kwezobuchwepheshe kanye nezemfundo yesifundo, futhi inikeza amakhredithi amabili kulabo abasiqeda, futhi umsebenzi uyaqhubeka nawo wonke amanyuvesi aseSpain ukuze siqashelwe njengomsebenzi wokuzikhethela onikeza amakhredithi asemthethweni kubafundi.

Isakhiwo, ubude kanye nobubanzi be-AI Elements

Izinto ze-AI zethulwa njengochungechunge lwe- izifundo zamahhala ze-inthanethi Ivulekele wonke umuntu, ihlanganisa amabhlogo emfundiso kanye nezivivinyo ezisebenzayo futhi ingaqedwa ngejubane lakho, ngaphandle kwezikhathi ezihleliwe noma isidingo sokuhamba.

Inkambo eyinhloko ihlelwe ngendlela amamojula ayisithuphaIyunithi ngayinye ihlukaniswe ngezigaba ezintathu. Kuwo wonke lawa mayunithi, izivivinyo ezisebenzisanayo, imibuzo mayelana nezimo zansuku zonke, kanye nezibonelo zokuxazulula izinkinga ziyavezwa ukusiza ukuhlanganisa ukufunda.

Isikhathi esilinganisiwe sale khosi yokuqala yi- cishe amahora angama-50Kodwa-ke, kungahluka kuye ngolwazi lomuntu ngamunye lwangaphambilini kanye nesikhathi anquma ukusinikela ekuzilolongeni nasezintweni ezengeziwe.

Enye yezinhloso eziyinhloko zalolu hlelo ukuqinisekisa ukuthi okungenani 1% yezakhamizi zaseYurophu thola amakhono ayisisekelo obuhlakani bokwenziwa, ngaleyo ndlela unikele ekunciphiseni izikhala zedijithali, ubulili kanye nezizukulwane.

Imiphumela kuze kube manje ibaluleke kakhulu: ngaphezu kwalokho Abantu abangu-650.000 abavela emazweni angaphezu kuka-170 Sebeqedile kakade le khosi, lapho kubambe iqhaza khona abesifazane abacishe babe ngu-40% kanye nabantu abacishe babe ngu-25% abaneminyaka engaphezu kwengu-45 ubudala, izibalo ezibonisa amandla ayo okubandakanya wonke umuntu.

Ukuqeqeshwa kwe-AI okukhuthazwa yizinkampani ezinkulu zobuchwepheshe

Kanye nezinhlelo zomphakathi, izinkampani ezinkulu zobuchwepheshe nazo ziyaqhuba izinhlelo zokuqeqesha kubuhlakani bokwenziwa, ngenhloso yokwenza kube lula ukuthola amakhono edijithali nokusabela esidingweni esikhulayo semakethe yezabasebenzi.

Izinkampani ezifana ne-Google zigcizelela ukuzimisela kwazo ukwenza kanjalo ukuletha i-AI eduze kwabantu bonkeukuhlinzeka ngezifundo nezinsiza zokufunda kusukela ekuqaleni, kungakhathaliseki ukuthi unolwazi olunjani ngaphambili ekuhleleni izinhlelo, izibalo, noma isayensi yedatha.

Lezi ziphakamiso zivame ukuhlanganisa okuqukethwe kwesingeniso mayelana imiqondo eyisisekelo ye-AI ngamamojula awusizo kakhulu aqondiswe ezimweni ezithile zokusetshenziswa emikhakheni efana nezempilo, isayensi, ezezimali noma imboni, okubonisa ukuthi ubuchwepheshe bungathuthukisa kanjani umkhiqizo kanye nokusungula izinto ezintsha.

Ngaphezu kwalokho, eziningi zalezi zinhlelo zokuqeqesha zifaka phakathi Izibonelo zangempela namathuluzi wamahhala abafundi abangaqala ukuyisebenzisa ngokushesha, kusukela kumapulatifomu okuzama amamodeli kuya ezinsizeni zokuzifundela ezibavumela ukuthi bangene bajule ezindaweni ezibathakazelisa kakhulu.

Lokhu kuhloswe ukufaka isandla ku- ukuguqulwa kwedijithali komnothoukusiza ochwepheshe abasebenzayo kanye nabafuna umsebenzi ukuthola amakhono abaluleke kakhulu emakethe yanamuhla.

Isibonelo sesifundo se-AI esiku-inthanethi samabhizinisi

Ngaphakathi kwendawo yokuqeqesha sithola nezifundo ezithile ku ubuhlakani bokwenziwa obuqondiswe endaweni yebhizinisi, ezifuna ukuqeqesha ochwepheshe ukuthi basebenzise i-AI cishe ezinhlanganweni zabo.

Isibonelo esijwayelekile yinkambo eku-inthanethi ye Amahora wokufundisa angama-60, nokufinyelela kokuqukethwe kuze kube yizinyanga eziyi-6 kusukela ekutholeni okhiye, okuvumela inqubekela phambili eguquguqukayo kanye nokuhambisana nemisebenzi yobungcweti yansuku zonke.

Lezi zinhlobo zezifundo zivame ukunikeza isitifiketi uma sesiqediwengezindlela zokuqinisekisa ezifana namakhodi e-QR, isevisi yokufundisa eyenzelwe wena, ithuba lokulanda izinto kanye nokuhambisana nanoma yiluphi uhlelo lokusebenza noma idivayisi yeselula.

Indlela i I-100% onlineLokhu kwenza kube lula ukufinyelela noma kuphi, futhi abafundi bathola iziqinisekiso zabo zokufinyelela zingakapheli amahora angama-24 kuya kwangu-48 bebhalisile, kanye nesincomo sokuhlola nefolda yabo ye-imeyili yogaxekile.

Uma kuvela izinkinga ngokufinyelela, i-[unclear - mhlawumbe "ithuba"] ivame ukusebenza. i-imeyili yokusekela ezinikele okungaxhunyanwa nabo ukuze kuxazululwe imibuzo yobuchwepheshe noma yokuphatha, ngaleyo ndlela kuqinisekiswe ukwesekwa okuqhubekayo ngesikhathi senqubo yokuqeqesha.

Izinhloso, izithameli eziqondiwe, kanye nezimo zokuthenga zekhosi yebhizinisi

Izinhloso ezijwayelekile zalezi zifundo zigxile ku ukuqonda ukuthi ubuhlakani bokwenziwa buyini nokuthi yiziphi izici zayo eziyinhloko, ukuze umuntu oqeqeshwayo akwazi ukuqonda kokubili umongo wemfundiso kanye nemiphumela engokoqobo emsebenzini wakhe.

Imigomo ethile ifaka phakathi ukusetshenziswa kwama-algorithms okufunda aqondisiwe nangaqondisiwekanye nokuhlonza amathuluzi ayinhloko e-AI angaba usizo enkampanini ekusebenzeni kwayo kwansuku zonke.

Kugxilwe kakhulu ku- izinhlelo zokusebenza zebhizinisi ze-AInjengokusetshenziswa kwama-chatbot esevisi yamakhasimende, izinhlelo zokuqaphela izwi noma izithombe, amamodeli okubikezela isidingo, ukuhlukaniswa kwezilaleli okuthuthukisiwe noma ukunikeza ukwenziwa kube ngokwakho.

Le khosi ihloselwe noma ubani onesifiso sokuqeqeshwa Endaweni edingeka kakhulu njengale, ngaphandle kokudinga isisekelo sobuchwepheshe esithuthuke kakhulu, yize ukuba nolwazi oluthile lwangaphambilini kungenza kube lula ukuyisebenzisa.

Ngokuphathelene nemibandela yokuthenga, ngokuvamile kuba inkokhelo yokufunda yesikhathi esisodwaNgemva kwalokho abafundi bathola ukufinyelela okugcwele epulatifomu nokuqukethwe, ngaphandle kwemali ekhokhwa njalo noma ukuvuselelwa okuphoqelekile, ngaphandle uma kushiwo ngenye indlela olwazini lwesifundo.

Izindlela zokukhokha ezivamile ekuqeqeshweni kwe-AI

Izikhungo ezinikeza ukuqeqeshwa kobuhlakani bokwenziwa zivame ukucabanga izindlela zokukhokha ezahlukahlukene ukwenza kube lula ukufinyelela kubantu abaningi ngangokunokwenzeka, ukuzivumelanisa nezidingo ezahlukene kanye nezintandokazi.

Enye yezinketho ezivame kakhulu yi- inkokhelo ngekhadi lasebhangengokuvamile ngezinhlelo eziphephile ezamukela amakhadi afana ne-VISA, i-VISA Electron noma i-Mastercard, yize ukusetshenziswa kwe-American Express noma i-Diners Club kungavunyelwe ngaso sonke isikhathi.

Uma ukhetha le nketho, kubalulekile ukukhumbula ukuthi Inkokhelo ingenziwa ngenyanga elandelayo. ekubhalisweni okusemthethweni, nokuthi izimo zomnotho ezivunyelwene ngazo nomnikazi nebhange lakhe zizosebenza, njengenzalo noma ezinye izimali.

Kunconywa futhi ukuthi kuhlolwe ukuthi umkhawulo wekhadi uphakeme kuya enanini eliphelele lemali yokubhalisa, ukugwema ukubuyiselwa kwemali noma izinkinga ngenkokhelo engase ilibazise ukuqala kwekhosi noma ngisho nokukhansela ukubhaliswa.

Enye indlela ebanzi kakhulu I-debit eqondile ye-SEPANgenxa yalokhu, imininingwane ye-akhawunti ifakwa efomini lokubhalisa futhi imali izokhokhwa ngokuzenzakalelayo ngenyanga elandelayo, njengoba kuboniswe ezimweni zesikhungo noma eyunivesithi.

Okokugcina, izinhlangano eziningi zikuvumela ukuthi wenze inkokhelo ngokudluliselwa kwebhange ku-akhawunti ethile; kulezi zimo ngokuvamile kudingeka ukuthi ubufakazi buthunyelwe buskeniwe ngekhampasi ebonakalayo, kubekwe isikhathi esiphezulu sezinsuku eziyishumi kusukela ekuqalisweni, futhi njalo ngaphambi kokuqala kokufundisa.

Isilabhasi ejwayelekile: isingeniso, ama-algorithms kanye nezinhlelo zokusebenza zebhizinisi

Uma sihlaziya isakhiwo senkambo yobuhlakani bokwenziwa ejwayelekile yamabhizinisi, siyabona ukuthi ngokuvamile iqala ngebhulokhi Isingeniso ku-AIlapho imiqondo eyisisekelo yethulwa khona futhi izinsiza zinikezwa ngevidiyo kanye nefomethi yokufunda.

Kule ngxenye yokuqala kuvamile ukuthola izifundo zevidiyo okuchaza ngendlela elula ukuthi iyini i-AI, kanye nezinto zokufunda ezandisa ulwazi kanye nokuhlolwa okukhethwa kukho okuningi okukuvumela ukuthi uhlole ukuthi uyiqonda yini imibono eyisisekelo.

Isigaba esilandelayo esikhulu sivame ukugxila ku- ama-algorithms obuhlakani bokufakelwaSethula ukufunda komshini, amamodeli aqondisiwe nangagadiwe, ukwakhiwa kwamamodeli, kanye nezilinganiso ezisetshenziswa kakhulu ukuhlola ukusebenza kwawo.

Lesi sigaba siphinde sibhekane ne- izisekelo zokufunda okujulile, okubonisa ukuthi kuyini ukufunda okujulile, ukuthi amanethiwekhi e-neural anezingqimba eziningi ahlelwe kanjani nokuthi yiziphi izimo ezivame ukusetshenziswa endaweni yebhizinisi.

Imodyuli enikezelwe kulokhu ivame ukuvela kamuva. amasu nezinsizakusebenza zamabhizinisilapho kukhulunywa khona ngezihloko ezifana nokuhlaziywa kwabantu, ukubikezela isitoko kanye nesidingo, ukuhlaziywa kokunikezwa, ukwethembeka kwamakhasimende, izincomo zewebhu, ukuthuthukiswa kwenqubo kanye namasu kazwelonke noma omkhakha wokuthuthukiswa kwe-AI.

Isilabhasi iqediwe ngeyunithi ku- Izinhlelo zokusebenza ze-AI ebhizinisiniokuhlanganisa izimo ezifana nezinhlelo zokuncoma, ama-chatbot, ukuqashelwa kwezwi nezithombe, amanani aguquguqukayo, ukuhlukaniswa kwezilaleli, imikhankaso yedijithali eyenzelwe wena, ukuhlelwa kokuqukethwe, ukusesha okuhlakaniphile, ukusetshenziswa kwamathuluzi ahlanganiswe ne-CRM kanye nezinhlelo zokusebenza ezithile ezifana nokukhiqizwa kombhalo osebenzisa i-AI kanye nokubhala amakhophi.

Ukuphathwa kokunikezwa koqeqesho kanye nokuxhumana nabafundi

Amapulatifomu okuqeqesha ubuhlakani bokwenziwa avame ukufaka amakhathalogi lapho umsebenzisi angakwazi khona Sesha izifundo ngesihloko, izinga, noma ifomethi.Nokho, ngezinye izikhathi kungase kungabikho miphumela yezihlungi ezikhethiwe.

Kulezo zimo kubikwa ukuthi Azikho izifundo ezitholakalayo ezihlangabezana nalezo zidingo. Kunconywa ukuthi kushintshwe izihlungi, kuqinisekiswe ukuthi okungenani kukhethwe eyodwa enezinketho ezisebenzayo, ukuze injini yokusesha ikwazi ukunikeza ezinye izindlela ezivumelekile.

Amawebhusayithi amaningi okuqeqesha nawo anikeza ithuba lokuthi bhalisela iphephandaba izindaba. Lapho egcwalisa ifomu, umuntu onentshisekelo uthola i-imeyili yokuqinisekisa ukubhalisa, futhi kusukela ngaleso sikhathi kuqhubeke, uqala ukuthola ulwazi mayelana nezifundo ezintsha, ukukhushulwa noma izinguquko kulesi sipho.

Endabeni yolwazi lomsebenzisi, kuvamile ukuthi lawa masayithi anikeze ulwazi mayelana nokusetshenziswa kwe amakhukhi akho nawenkampani yangaphandle, echaza ukuthi zisetshenziselwa izinjongo zokuhlaziya ezingaziwa, ukulondoloza izintandokazi zokuphequlula nokuqinisekisa ukusebenza kahle kwephothali.

Umsebenzisi ngokuvamile unezinketho ezicacile zokwenza Yamukela wonke amakhukhi, wenqabe, noma uwalungiselele ngokwezintandokazi zakho, kanye nokufinyelela unomphela kwinqubomgomo yamakhukhi, lapho ungabuyekeza khona ulwazi futhi ushintshe isinqumo sakho nganoma yisiphi isikhathi.

Lonke lolu hlelo lokuqukethwe, izinketho zokukhokha, isakhiwo sezifundo, izinhlelo zomphakathi ezifana ne-Elements of AI, kanye nezinhlelo zokuqeqesha ezivela ezinkampanini ezinkulu zobuchwepheshe kudala indawo lapho noma ubani, onesizinda sobuchwepheshe noma ongenaso, angathola okuthile akudingayo. indlela engokoqobo yokuqala noma yobuchwepheshe bokuhlakanipha kokwenziwa, sebenzisa amathuba emisebenzi ewanikezayo futhi uhlanganyele ngenkuthalo ekuguqulweni kwedijithali okwenziwa yi-AI kuyo yonke imikhakha.