Isiqulatho[Fihla][Bonisa]
- 1. Izinto ze-AI
- 2. I-Python yeNzululwazi yeDatha, i-AI kunye noPhuhliso
- 3. I-AI kumntu wonke
- 4. AI for Good
- 5. Iziseko ze-AI zomntu wonke
- 6. Artificial Intelligence AZ 2023
- 7. Intshayelelo kwi-Artificial Intelligence (AI)
- 8. UbuNgcali bokuFunda ngoomatshini
- 9. UbuNgcali bokuFunda nzulu
- 10. IMathematika yokuFunda ngoomatshini kunye neNzululwazi yeDatha
- 11. I-IBM ifake isicelo seSatifikethi soBuchule be-AI
- 12. Intshayelelo kuMbono weKhompyutha kunye noKusetyenzwa koMfanekiso
- 13. I-Masterclass ye-Artificial Intelligence yangoku: Yakha iiProjekthi ezi-6
- 14. Ubukrelekrele boBuchule ngokuFundisa ngoomatshini, ukuFunda ngokuNzulu
- 15. Ukufunda nzulu AZ 2023
- isiphelo
Kwilizwe eliya liqhagamshelwa ngakumbi kwaye liqhutywa yidatha, ukufika kwe-AI sisikhumbuzo sobulumko bomntu.
Undoqo we-AI, ebambelele ekulingiseni umatshini wobukrelekrele bomntu, ifumana ukufaneleka kuluhlu olubanzi lwezicelo, ukuqhuba ukuqhubela phambili okuphazamisayo kuwo wonke amashishini.
Impembelelo inkulu kwaye ifikelela kude, ukusuka kukhathalelo lwempilo, apho uxilongo olunamandla e-AI lubonelela ngoxilongo lokugula kwangoko, ukuya kwimfundo, kwezemali, nangaphaya.
Ukuzenzekela kwenkqubela phambili yomsebenzi rhoqo kuhlalutyo lwedatha, kunye nokwenzeka kokuphuculwa amava omsebenzisi ziindawo ezimbalwa apho i-AI ikhanya ngokuqaqambileyo.
Ukuguquguquka okukhoyo kummandla we-AI kufuna ukuzibophelela ekufundeni okuqhubekayo. Njengoko imida yento enokwenzeka iqhubeka iphazamiseka, ukuhlala okwangoku ekuphuhliseni iinkqubo kunye neteknoloji ayikhuthazwa nje kuphela, kodwa iyafuneka.
Lo ngummandla apho izinto ezifunyaniswe izolo zikhawuleza zibe yimigangatho yanamhlanje, zibethelela uphawu olukhawulezayo lokusungula izinto ezintsha emsebenzini. Usukelo olungapheliyo lokubaluleka kumhlaba ozaliswe luphuculo oluqhubekayo lugxininisa imfuneko yamava okufunda ahlala eguquka.
Ngaphaya koko, ngemfuno ekhulayo yolwazi lwe-AI, kukho imvakalelo yongxamiseko yokuba iinjineli ezinamabhongo zigrumbe kumbindi wale nzululwazi inomdla.
Ithemba lokuchaza izinto ezintsonkothileyo ze yokufunda umatshini, ukufunda okunzulu, kunye neneural network iyahenda.
Nangona kunjalo, indlela eya enkosini ye-AI ihlala ibonwa inzima, ngakumbi ngabo bakwi-cusp. Kulapha ke apho kucaca khona ukubaluleka kwezifundo ezicwangciswe kakuhle.
Njengoko singena kwindawo yemfundo ye-AI, intaphane yezifundo iye yavela ukuze ihlangabezane nokunyuka kwabafundi abanomdla.
Ezi khosi, ezilungiselelwe isantya sokufunda esahlukileyo kunye nolwazi lwangaphambili, zizama ukuthoba ijika lokufunda, zenza intshayelelo ye-AI ingoyikisi kangako.
Ingqokelela ekhethwe ngesandla yezifundo ze-AI zabaqalayo zisebenza njengelitye lokungena kulo mmandla unomdla. Ezi zifundo, ezijoliswe ukunika isiseko esomeleleyo, zigubungela uluhlu olubanzi lweengcamango ze-AI ukubonelela ngolwazi olupheleleyo.
Bacacisa iikhonsepthi ezisisiseko, banike amava ngamava, kwaye babonelele ngokujonga usetyenziso lwehlabathi lokwenyani lwe-AI.
Ukuqala indlela yokufunda ecwangcisiweyo kufana nokuvula ucango olukhokelela kwikamva elizaliswe zizinto ezinokwenzeka. Indlela yokufumana i-AI inokuba mnandi kwaye ibe nomvuzo ngoqeqesho oluchanekileyo.
Le ngqokelela ilandelayo ekhethiweyo yezifundo ze-AI yenzelwe ukunika isiseko esomeleleyo, ukuvuthela intlantsi yomdla kunye nokubeka isiseko sohambo oluvuyisayo kummandla onomdla we-AI.
1. Izinto ze-AI
UMinnaLearn kunye neDyunivesithi yaseHelsinki yenze uhlaziyo lwezifundo zasimahla ze-Intanethi ezibizwa ngokuba zii-Elements ze-AI.
Injongo yayo kukuphelisa i-AI kunye nokwenza ukuba uluhlu olubanzi lwabantu, nokuba luvela phi na, ukuba luyiqonde. Kukho amacandelo amabini aphambili kwikhosi.
Icandelo lokuqala, “Intshayelelo kwi-AI,” yimodyuli elula engadingi lwazi lwangaphambili lweprogramu okanye i-arithmetic ephucukileyo. Ilungele nabani na ofuna ukufunda ngakumbi nge-AI, okunokwenzeka kwayo, kunye nendlela ebuchaphazela ngayo ubomi bethu bemihla ngemihla.
Eli candelo libonelela ngesiseko esomeleleyo sokuqonda iziseko ze-AI. "Ukwakha i-AI," icandelo lesibini, liphonononga i-algorithms kwiinkcukacha ezithe kratya ezenza kube lula ukwenza iindlela ze-AI.
Ukubandakanyeka ngokupheleleyo kwesi sifundo sobugcisa ngakumbi, ulwazi oluthile olusisiseko lwenkqubo yePython luyacetyiswa.
Ifanelekile kubantu abanqwenela ukuya phambili ekusebenziseni uphuhliso lwe-AI kwaye badlulele ngaphaya kwezinto ezisisiseko.
I-Elements ye-AI ivelele ngokuzinikezela kwayo kwidemokhrasi kunye nokuxhobisa ulwazi lwe-AI. Ukufunda i-ins kunye nokuphuma kwe-AI akubalulekanga njengokuqonda ukusetyenziswa kwayo okunokwenzeka kuluhlu lwamashishini.
Ikhosi igxininisa ukuba i-AI ayisiyoyeenjineli nje kuphela kodwa yeyawo wonke umntu onomdla kwikamva letekhnoloji, kwaye ikhuthaza iindlela ezahlukeneyo zokusetyenziswa kobuchwephesha.
2. IPython yeNzululwazi yeDatha, i-AI noPhuhliso
I “Python ye YeSayensi yeNkcukacha, AI & Development” course, eveliswe yi-IBM kwaye iyafumaneka kwi-Coursera, sisifundo esibanzi esilungiselelwe ukuveza abafundi kwihlabathi lenkqubo yePython.
Ngokukodwa kwimimandla yesayensi yedatha, ubukrelekrele bokwenziwa, kunye nophuhliso.
Ngefomathi yale khosi inomdla kwabaqalayo, unokufunda ukwenza inkqubo kwiPython kwiiyure ezimbalwa, nokuba awunabo ubuchwephesha bokucwangcisa kwangaphambili.
Uya kufumana ukuqonda okusisiseko kwePython kuyo yonke ikhosi, egubungela izinto eziguquguqukayo, izakhiwo zedatha, intetho, kunye neentlobo zedatha.
Uya kuba nobuchule kwi-branching, i-loops, imisebenzi, izinto, kunye neeklasi kwi-Python programming logic. Ukusetyenziswa kwamathala eencwadi ePython-njengePandas, Numpy, kunye neSoup Enhle-ebaluleke kakhulu kuhlalutyo lwedatha kunye nokukhohlisa kuyagqunywa kwikhosi.
Indlela yokusebenza yesi sifundo yenye yeempawu zayo ezahlukileyo. Ngexesha iilebhu eziphathekayo nge IJupyter Notebooks, uya kukwazi ukusebenzisa ulwazi osandul’ ukulufumana.
Njengoko ikuvumela ukuba ujongane nedatha yokwenyani kwaye ulungise imiba yokwenyani, la mava asebenzayo axabiseke kakhulu.
Emva kokugqiba ikhosi, uya kuba ufumene ukuzithemba ekusebenziseni iPython ukwenza iinkqubo ezilula, ukusebenzisana nedatha, kunye nokwenza imisebenzi yemihla ngemihla.
Uluhlu olubanzi lwamashishini, kuquka uphuhliso lwesoftwe, ubunjineli bedatha, i-intelligence yokufakelwa, i-DevOps, kunye nesayensi yedatha kunye ne-analytics, inokuzuza kwizakhono ozifumanayo.
3. I-AI kumntu wonke
"I-AI yomntu wonke," ikhosi ebonelelwa yi-deeplearning.ai, yenzelwe nabani na ofuna ukufunda malunga nenguquko enokwenzeka yobukrelekrele bokwenziwa ngaphandle kokuxinana kwiinkcukacha.
Le khosi ihamba nawe kwiimpembelelo zentlalo kunye nezorhwebo zobukrelekrele bokwenziwa ngelixa ibonelela ngokuqonda ngokucokisekileyo malunga nokuba yintoni na enokuthi iyifezekise.
Nokuba bubuphi na ubuchwephesha bomntu, ijolise ekupheliseni imigaqo ye-AI kwaye ibenze iqondwe kubaphulaphuli ababanzi.
Ngexesha lekhosi, uya kufunda ngakumbi malunga nokusebenza kwangaphakathi kokufunda koomatshini kunye nokufunda nzulu, iindawo ezimbini zobukrelekrele bokwenziwa ezithe zatsala umdla omkhulu mva nje.
Ukongeza, uya kufunda iimeko zokwenyani zehlabathi ezibonisa ukusetyenziswa okuluncedo kobukrelekrele bokwenziwa kuluhlu lwamacandelo.
Ukuqinisekisa ukuba abafundi bakulungele ukwenza izigwebo zobulumko kwiindawo zabo, ikhosi ikwajongana nemiba yokuziphatha ejikeleze i-AI.
Ugxininiso kwiimpembelelo zorhwebo ze-AI kwi "AI kumntu wonke" yenye yezona zinto ziphawulekayo.
Abathathi-nxaxheba baya kufumana ulwazi lwamaqhinga okudala inkampani yedatha-centric kwaye bafunde indlela yokunqumla ngempumelelo i-AI revolution kwiifemu zabo.
Abafundi baya kuphumelela kule khosi ngezakhono eziyimfuneko zokusebenzisa iindlela eziqhutywa yi-AI kwimisebenzi yabo yobungcali, ukongeza ekubambeni okusisiseko kwintsimi.
4. AI for Good
Ikhosi ye-"AI for Good" linyathelo lokuqala elivela kwi-deeplearning.ai elijolise ekusebenziseni ubukrelekrele bokwenziwa ukusombulula imiba enzima yehlabathi.
Le khosi inika ithuba elinqabileyo lokuphuhlisa izakhono ezixuba ikhompyuter kunye nobukrelekrele bomntu ngeziphumo eziluncedo kwihlabathi lokwenyani.
Yenzelwe ukuba iqondwe lula ziingcali, abafundi, naye nabani na onomdla wokuphucula uluntu kunye nokusingqongileyo.
Uya kufunda isiseko semethodical sokwenza iiprojekthi ze-AI kulo lonke ixesha lekhosi.
Kwiiprojekthi ezigxile ekujongweni kwezinto eziphilayo ezahlukeneyo, amandla omoya, ungcoliseko lomoya, kunye nolawulo lwentlekele, uya kuvavanya idatha kwaye wenze imifuziselo ye-AI.
Ukuze ukwazi ukukunika ukuqonda okusebenzayo kwezicelo ze-AI, ikhosi iphinda iphonononge izifundo zelizwe lokwenyani eziphathelele kwimpilo yoluntu, utshintsho lwemozulu, kunye nolawulo lweentlekele.
Uya kufumanisa ukuba uyenza njani imodeli ye-AI ukunyusa ukuqikelelwa kokuveliswa kwamandla omoya, sebenzisa umbono wekhompyutha ubuchule bokuqaphela kunye nokwahlula izilwanyana ukuze kujongwe i-biodiversity, kunye nokuvavanya umgangatho womoya kusetyenziswa uthungelwano lwe-neural.
Ikhosi ikwaquka ukusebenzisa ubuchule bokulungisa ulwimi lwendalo kwimiyalezo ebhaliweyo ethunyelwe emva kweentlekele kunye nokuphuhlisa umbhobho wokuhlela umfanekiso wovavanyo lomonakalo usebenzisa iifoto zesathelayithi.
I-AI yesakhelo seprojekthi esiLungileyo, iiNcwadi zamanqaku zeJupyter, umbono wekhompyuter, ukufundwa koomatshini esweni, ukusetyenzwa kolwimi lwendalo, uhlalutyo lwedatha yokuhlola, kunye nokunye kuphakathi kwezakhono oya kuzifumana.
Uya kuba nezakhono kunye nolwazi olufunekayo ukuze usebenze kwi-AI yeeprojekthi ezilungileyo kwaye udale iimveliso eziqeshe i-AI ngezizathu zokusingqongileyo kunye nezoluntu ngokuqukunjelwa kwekhosi.
5. Iziseko ze-AI zomntu wonke
Ikhosi ebanzi "Iziseko ze-AI kuMntu Wonke Ubungcali" enikezelwa yi-IBM kwi-Coursera yenzelwe ukuqhelanisa abafundi necandelo lobukrelekrele bokwenziwa (AI). Le nto ikhethekileyo ayifuni lwazi lwenkqubo kwaye yenzelwe abo bangenawo amava nge-AI.
Kubafundi abanomdla wokufunda malunga neziphumo ze-AI kunye nenguqu enokwenzeka kuluntu nakumashishini, le yindawo entle ongaqala ngayo.
Izifundo ezithathu zenza ubungcali, nganye igxile kwindawo eyahlukileyo yobukrelekrele bokwenziwa. Kwikhosi yokuqala, "Intshayelelo kwi-Artificial Intelligence (AI)," abafundi banikwa ukuqonda ngokubanzi iteknoloji, ukusetyenziswa kwayo, kunye nendlela etshintsha ngayo uluntu.
Uya kufumana ulwazi ngokuziphatha kwe-AI, ukufunda okunzulu, uthungelwano lwe-neural, ukufunda koomatshini, kunye nezinye izihloko ezinxulumeneyo.
Ikhosi yesibini ijonge kusetyenziso lweenkonzo zeWatson AI, enesihloko esithi "Ukuqalisa nge-AI usebenzisa i-IBM Watson."
Uya kufumanisa indlela yokwandisa imisebenzi kwindawo yokusebenza kunye nokwandisa imveliso usebenzisa iinkqubo ezifana neWatson Studio. Iimpawu kunye nemisebenzi yeeNkonzo ze-IBM Watson ngaphakathi kwe-AI lifecycle ziyabandakanywa kule khosi.
Ikhosi yokugqibela, "Ukwakha i-AI-Powered Chatbots Ngaphandle kweNkqubo," igxile ekwakheni i-chatbots ngaphandle kwesidingo sokubhala ikhowudi.
Iingenelo zee-chatbots, indlela yokusebenzisa uMncedisi kaWatson ukwakha i-chatbot esebenziseka lula, kunye nendlela yokuyidibanisa newebhusayithi iya kugutyungelwa.
Uya kugqiba inani lezandla, imisebenzi yekhowudi ngexesha lobungcali. I-Watson AI-powered chatbot yenkxaso yabathengi kwiwebhusayithi iya kuba idaliwe, ivavanyiwe, kwaye iphunyezwe ekupheleni.
6. Ubukrelekrele bokwenziwa kwe-AZ 2023
Ikhosi eyilwe ngokuchanekileyo "i-Artificial Intelligence AZ 2023" ivula umgodi wobuncwane wolwazi okuvumela ukuba umbe nzulu kwihlabathi le-Artificial Intelligence (AI).
Le khosi ihamba nawe kwizinto ezisisiseko kwasekuqaleni, uqinisekisa ukuba kusekwe isiseko esomeleleyo.
Izinto ezintsonkothileyo zobukrelekrele bokwenziwa ziyatyhilwa njengoko uqhubeka, zinika ingqiqo kumandla anamandla obu bugcisa obutsha. Imodyuli nganye kwesi sifundo yakhela kule iphambi kwayo, ngenjongo yokuququzelela ukufunda okunenkqubela.
Oku kunika umkhondo wakho wokufunda isingqi, nto leyo eququzelela ukulinganisa lula kweengcinga ezintsonkothileyo ze-AI. Apha, izabelo ezisebenzisekayo ezibangela umdla nezibonisa ukuqonda zisetyenziselwa ukucokisa ukuqonda kwakho.
Uya kufumana ithuba lokusebenza ngedatha yelizwe lokwenyani, kwaye uya kuvuyiswa ngumngeni wokufumana ulwazi oluxabisekileyo kuyo.
Le khosi ibalasele ngenxa yesakhono sayo sokuphelisa iimbono zethiyori ngesicelo sehlabathi lokwenyani. Endaweni yokuba ube ngumthengi wolwazi, uphoswa kwindawo yokufunda edlamkileyo.
Kukho imiqobo emininzi kule khosi eya kuvavanya amandla akho okucinga nzulu kunye nokusombulula iingxaki.
Le khosi ikuxhobisa ngezakhono eziyimfuneko zokusebenzisa olu lwazi ngempumelelo, ngaphezu kokukunika ulwazi oluyimfuneko.
7. Intshayelelo kuBukrelekrele boBukrelekrele (AI)
Zintywilisele kwicandelo elinomdla lobukrelekrele bokwenziwa ngokuthatha ikhosi ye-Coursera “Intshayelelo yobukrelekrele bobuArtificial (AI)”.
Le khosi iqinisekisa isiseko esiqinileyo kwiingcamango eziphambili ze-AI kwaye ivula indlela yokuqonda okunzulu kwintsimi.
Ukhokelwa ukusuka ekuqaleni ngokusebenzisa indlela yokufunda engqongqo etyhila ngononophelo imiba emininzi yobukrelekrele bokwenziwa.
Indlela izinto ezicwangciswe ngayo kwikhosi iqinisekisa ukuba ulwazi lwakhiwe ngokuthe ngcembe kwaye imodyuli nganye iqukuqela ngokwemvelo ukuya kwelandelayo.
Le ndlela iqwalaselwa kakuhle ikhuthaza ukuqondwa okunzulu kweengqikelelo ze-AI ukongeza ekwenzeni ukufunda kube lula.
Inkqubo igubungela uluhlu olubanzi lwezifundo, kubandakanya ukufunda nzulu, ukufunda ngomatshini, uthungelwano lwe-neural, kunye nokunye.
Uphonononga entliziyweni yobukrelekrele bokwenziwa kwaye uphanda ngoomatshini abanika amandla iinkqubo ezikrelekrele—awunyoluki nje umphezulu.
Ikhosi izaliswe ziziqhelo ezisebenzayo ezikubonelela ngendlela yokufunda ngezandla. Ukusebenzisana neeseti zedatha zehlabathi lokwenyani ngamava anomdla kwaye afundisayo owanikwa wona.
Unyanzeliswa kwindawo enomdla, eguqukayo yokufunda ngekhosi, engakunciphisiyo ukuba ube ngumfundi ongenzi nto.
Injongo yekhosi kukuvavanya amandla akho okucinga nzulu kunye nokusombulula iingxaki. Ukusebenzisa ulwazi kwiimeko ezifanelekileyo, zehlabathi lokwenyani kubaluleke kakhulu njengokufumana nje.
8. Ubungcali bokuFunda ngoomatshini
IYunivesithi yaseStanford kunye ne-DeepLearning.ai zibonelela ngoBuchwephesha bokuFunda ngoomatshini.
Inkqubo epheleleyo ye-AI ebonelelwa yi-Coursera yenzelwe ukunika abafundi isiseko esiluqilima kwithiyori ye-AI kunye nobuchule bokufunda koomatshini.
Abathathi-nxaxheba kobu buchule baya kuphonononga uluhlu olubanzi lwezifundo zokufunda ngoomatshini. Ekuqaleni, baya kusebenzisa izixhobo ezaziwayo zePython ezifana neNumPy kunye nescikit-funda ukwakha. iimodeli zokufunda ngomatshini.
Zombini iindlela zokufunda ezibekwe esweni nezingabekwanga sweni ziyabandakanywa ekhosini.
Uya kufunda ukwenza kunye nokuqeqesha imifuziselo yokuhlelwa kokubini kunye neengxaki zokuqikelela, ezinje ngelogistic and linear regression, usebenzisa ukufunda okugadwayo. Ukongeza, uya kufumana uqeqesho olusebenzayo lwenethiwekhi ye-neural usebenzisa i-TensorFlow yokuhlelwa kweeklasi ezininzi.
Ikhosi ibandakanya ukuhlanganisana kunye nokubhaqwa okungaqhelekanga kumxholo wokufunda okungajongwanga, ukunika abafundi izixhobo abazidingayo ukuze basebenze ngedatha engenazo iimpendulo ezibhaliweyo.
Ubungcali bukwabandakanya ubuchule bokuhlanganisa imithi, njengemithi eyongeziweyo, amahlathi angaqhelekanga, kunye nemithi yezigqibo.
Ugxininiso lwale khosi ekuphuhliseni iinkqubo zokuncoma ngokusebenzisa ubuchule bokufunda obunzulu obusekwe kumxholo kunye nezicwangciso zokucoca ezisebenzisanayo yenye yeempawu zayo ezahlukileyo.
Ukongeza, nzulu nokuqiniswa ukufunda iimodeli zaziswa kuwe. Ingqwalasela yezodwa kuphuhliso lomatshini wokufunda eyona ndlela isebenzayo, eqinisekisa ukuba iimodeli ezakhiwe ngabafundi zifanelekile kwimisebenzi yehlabathi yokwenyani kunye nedatha.
Uya kuphumelela kule nkqubo ngokuzibamba ngokuqinileyo iingcamango ezisisiseko zokufunda koomatshini kunye nezakhono eziyimfuneko zokusebenzisa ezi ndlela ukujongana neengxaki ezinzima zehlabathi lokwenyani.
9. Ubunzulu bokuFunda
I-DeepLearning.AI's UbuNgcali bokuFunda nzulu yikharityhulamu eyintshayelelo eyazisa abafundi kufundo olunzulu kunye nobukrelekrele bokwenziwa.
Ubume obuthe ngqo, obufutshane, kunye nokuzihambela kwesi sifundo se-intanethi, esifundiswa nguvulindlela wokufunda ngoomatshini u-Andrew Ng, senza ukuba ifikeleleke kubantu abasandula ukuqala kuhambo lwabo lwe-AI.
Ukuqala ngombono osisiseko wothungelwano lwe-neural, uya kufunda izifundo ezininzi ezinzulu kobu bukhethekileyo.
Uya kufumana ulwazi lwamacandelo abalulekileyo oyilo lwenethiwekhi ye-neural kunye nendlela yokwakha, ukuqeqesha, kunye nokusebenzisa uthungelwano olunzulu lwe-neural oluqhagamshelwe ngokupheleleyo.
Esi sifundo sikwaphonononga uphuhliso lwethekhinoloji olungundoqo oluxhasa ukusetyenziswa kwemfundo enzulu. Njengoko uhambela phambili, uya kufunda izicwangciso eziluncedo zokusungula iiprojekthi zakho ze-AI kunye nokwakha ipotfoliyo efanelekileyo kushishino.
I-TensorFlow, iziguquli, uthungelwano lwe-neural convolution, uthungelwano lwe-neural oluqhelekileyo, iinethiwekhi ze-neural ezenziweyo, kunye nenkqubo yePython zonke zigutyungelwe kobu bukhethekileyo.
Inkumbulo yexesha elifutshane (LSTM), iimodeli zokuqwalaselwa, ukusetyenzwa kolwimi lwendalo, ukubona into kunye nokwahlulahlula, iinkqubo zokuqaphela ubuso, ukulungelelaniswa, ukulungiswa kwe-hyperparameter, ukufunda ngomatshini, ukudluliselwa kokufundwayo, ukusasazwa kwe-backpropagation, kunye neenkqubo zokuqaphela ubuso ziphakathi kwezinye izihloko oya kuzifunda.
Iiklasi ezintlanu ezigxile kwinkalo eyahlukileyo yokufunda nzulu zenza isakhelo senkqubo.
Uthungelwano lwe-Neural kunye nokufunda okunzulu, ukwenziwa ngcono kwenethiwekhi ye-neural, iprojekthi yokufunda koomatshini umbutho, uthungelwano lwe-neural convolutional, kunye neemodeli zolandelelwano yimizekelo embalwa.
Ikhosi nganye yenzelwe ukuba yakhelwe phezu kwaleyo iphambi kwayo, iqinisekisa ukuqondwa ngokucokisekileyo kokufunda okunzulu.
10. IMathematika yokuFunda koomatshini kunye neNzululwazi yeDatha
Ubungcali be-DeepLearning.AI “yeMathematika yokuFunda ngoomatshini kunye neNzululwazi yeDatha” yikharityhulam elungele abasaqalayo ebonelela abafundi ngesiseko sebhokisi yezixhobo zemathematika efunekayo ekufundeni ngoomatshini.
Le khosi ifanelekile kuye nabani na onqwenela ukuphucula iziseko zabo zemathematika kumsebenzi wokufunda ngoomatshini kunye nesayensi yedatha, njengoko ifuna inqanaba lemathematika kwisikolo samabanga aphakamileyo njengento efunekayo kuqala.
Le khosi iya kukufundisa izihloko ezibalulekileyo zemathematika ezifana nokubala, i-algebra yomgca, izibalo, kunye nokwenzeka. Ezi zakhono zisisiseko ziyafuneka ukuze uqondwe ngokufanelekileyo kwaye usebenzise umatshini wokufunda iialgorithms.
Ikhosi iququzelelwe ibe ngamacandelo amathathu: I-Algebra yeLinear yokuFunda koMatshini kunye neNzululwazi yeDatha, iKhalculus yokuFunda ngoMatshini kunye neNzululwazi yeDatha, kunye neNkcazelo kunye neNkcazo yokuFunda koMatshini kunye neNzululwazi yeDatha.
Uya kuqala ngokufunda malunga neevektha, imatriki, uguqulo lomda, kunye ne-eigenvalues, zonke zibalulekile ekuqondeni iimodeli zokufunda koomatshini.
Ikhosi ke igrumba kwi-calculus, ikufundisa malunga nezinto eziphuma kuzo, i-gradients, kunye neendlela zokuphucula ezifana ukuhla komgangatho, zonke eziyimfuneko ekuqeqesheni uthungelwano lwe-neural.
Kwinxalenye ye-probability kunye nezibalo, uya kufunda malunga nokuguquguquka okungahleliwe, i-theorem ye-Bayes, ukuhanjiswa kwe-Gaussian, kunye novavanyo lwe-hypothesis, kunye nezixhobo zezibalo zohlalutyo lwedatha.
Ekupheleni kwekhosi, uya kuba nolwazi olunzulu lweekhonsepthi zemathematika ezixhasa ukuziphatha kwe-algorithmic kunye nendlela yokuziqhelanisa nokuphunyezwa kwesiko.
Abaqeshi bazixabisile ezi talente, kwaye baya kukunceda ukuba woyise imibuzo yodliwano-ndlebe yokufunda ngomatshini kwaye ufumane umsebenzi wakho ofanelekileyo.
11. I-IBM ifake isicelo sesatifikethi sobuNgcali se-AI
ISatifikethi soBuchule se-IBM esiSetyenziselwe i-AI, esifumaneka kwi-Coursera, yikharityhulamu ebanzi eyilelwe ukuba uqalise kwinkalo yobukrelekrele bokwenziwa.
Le khosi, ekhokelwa ziingcali ze-IBM, ilungele abasaqalayo kwaye ayifuni naluphi na inkqubo yangaphambili okanye ulwazi lobukrelekrele bokwenziwa.
Ngexesha eliqikelelweyo leenyanga ezintathu kwiiyure ezilishumi ngeveki, ibhetyebhetye ngokwaneleyo ukukuvumela ukuba ufunde ngesantya sakho.
Uya kufumana ukuqonda ngokucokisekileyo ubukrelekrele bokwenziwa (AI), ukusetyenziswa kwayo, kunye namatyala okusebenzisa kule khosi.
Ukuqala, ziqhelanise nentsingiselo yobukrelekrele bokwenziwa kwaye uchaze iikhonsepthi ezifana nokufunda nzulu, ukufunda ngomatshini, kunye nothungelwano lwe-neural.
Ukufunda ukwakha ii-chatbots ze-AI kunye nabancedisi benyani kwiiwebhusayithi ngaphandle kolwazi lwenkqubo yenye yeempawu zekhosi.
Ikhosi ibandakanya ubukrelekrele bokwenziwa, ukufundwa komatshini, inkqubo yePython, iWatson AI, ii-chatbots, ukufunda okunzulu, kunye ne-application programming interfaces (APIs).
Uya kungena nakwisayensi yedatha, uphanda itekhnoloji efana neenkonzo ze-IBM Watson AI, i-OpenCV, kunye nee-APIs ukwenza izisombululo ze-AI-powered ngekhowudi.
I-specialty yenziwe ngezifundo ezintandathu, nganye kuzo igxile kwisihloko esicacileyo se-AI esetyenzisiweyo. Intshayelelo ye-AI, ukwakha ii-chatbots ezine-AI,
I-Python yesayensi yedatha, ukuphuhlisa ii-apps ze-AI ngePython kunye neFlask, kunye nokwakhiwa kwezicelo ze-AI usebenzisa i-Watson APIs ziphakathi kwezihloko ezigutyungelweyo.
Ikhosi nganye yenzelwe ukwakha phezu kwephambi kwayo, inika ukuqonda ngokucokisekileyo kwe-AI esetyenzisiweyo.
12. Intshayelelo kuMbono weKhompyutha kunye nokuLungiswa koMfanekiso
Inikwe yi-IBM kwi-Coursera, ikhosi ethi "Intshayelelo kuMbono weKhompyutha kunye noKusetyenzwa koMfanekiso" yikhosi yabaqalayo enomdla yokwazisa abafundi kwicandelo elinomdla lombono wekhompyuter.
Umbono wekhompyuter unezicelo kumashishini ahlukeneyo, kubandakanya iirobhothi, inyani eyandisiweyo, kunye neemoto eziziqhubayo.
Ngelixa ulwazi oluthile ngeprogram yePython kunye ne-arithmetic yesikolo samabanga aphakamileyo iyafuneka, akukho buchule bangaphambili bokufunda ngomatshini okanye umbono wekhompyuter ofunekayo kule khosi.
Uya kufunda ukuchaza indlela umbono wekhompyuter osetyenziswa ngayo kumacandelo amaninzi kunye nendlela yokusombulula imiba yombono wekhompyuter ngokusebenzisa iindlela zokucwangcisa kunye nokuhlalutya kwesi sifundo.
Ukwenza imisebenzi esisiseko yokucwangcisa imifanekiso njengokuchongwa kwento kunye nokuhlelwa kwemifanekiso, uya kusebenzisa iPython, Umqamelo, kunye ne-OpenCV.
Ukwenza umhleli wemifanekiso ngeendlela zokufunda ezibekwe esweni sesinye isihloko esixoxwayo kwesi sifundo. Iimodyuli ezintandathu zenza ulwakhiwo lwekhosi, kwaye nganye igxile kwindawo eyahlukileyo yokwenziwa komfanekiso kunye nombono wekhompyuter.
Ezi ziquka izihloko ezinjengombono wekhompyutheni yekhompyutheni, ukuqaphela into, ukuhlelwa komfanekiso wokufunda ngomatshini, ukulungiswa komfanekiso usebenzisa i-OpenCV kunye ne-Pillow, i-neural networks, kunye nokufunda okunzulu, kunye neprojekthi yeprojekthi yokuhlelwa kweempawu zendlela.
Le khosi igxininisa ukufunda okusebenzayo ngaphezu kokuqonda nje ithiyori. Ngokusebenza kwiiprojekthi ezisebenzayo, uya kuphuhlisa ipotfoliyo yezinto ozifezekisileyo ebonisa izakhono zakho ekusetyenzweni komfanekiso kunye nombono wekhompyuter.
ILabs yeJupyter kunye neComputer Vision Learning Studio (CV Studio), isibonelelo sokufunda ngombono wekhompyutha simahla, ziya kudityaniswa kwiilebhu.
Ungalayisha, uqeqeshe, kwaye uvavanye eyakho i-classifier yemifanekiso eyodwa kunye nemifuziselo yobhaqo nge-CV Studio.
13. Iklasi ye-Artificial Intelligence yangoku: Yakha iiProjekthi ezi-6
Ikhosi ye "Modern Artificial Intelligence Masterclass: Yakha iiProjekthi ezi-6" kwi-Udemy iya kukuthatha kuhambo olumnandi ukuya entliziyweni yobukrelekrele bokwenziwa.
Esi sifundo sicwangciswe ngononophelo sisebenzisa indawo yokufunda esekwe kwiprojekthi ebandakanyayo ukuzisa indibaniselwano yolwazi lwezifundo kunye nezakhono ezisebenzayo.
Uya kufumanisa ukuba yonke iprojekthi kule ndawo yokufunda iyilelwe ukuveza inkalo eyahlukileyo yobukrelekrele bokwenziwa, inika ingqiqo ebanzi kulo mmandla.
Ukusuka ekufundeni koomatshini ukuya ekufundeni nzulu ukuya kwindawo enomdla yothungelwano lwe-neural, inkqubo igcwele izifundo ezinomdla.
Ngoncedo lweeprojekthi ezintandathu ezahlukeneyo, uya kuphonononga kwicala le-artificial intelligence (AI), wenze amava akho okufunda aguquguquke kwaye athabatheke.
Ukuze kuqinisekiswe ukuba awufundi nje iithiyori kodwa ukwaphuhlisa isakhono sokusebenzisa izisombululo ze-AI, ikhosi igxininisa kugxininiso oluqinileyo ekusebenzeni okusebenzayo.
Iprojekthi nganye osebenza kuyo linyathelo elisondelayo ekubeni yingcali kwiindlela kunye nobuchwepheshe obubalulekileyo kwicandelo le-AI.
Ungumthathi-nxaxheba osebenzayo othatha imingeni kwaye utyhila ummangaliso wokuba ubukrelekrele bokwenziwa bunokuvelisa, hayi nje umfundi ongenzi nto.
Ngokubonelela ngeqonga apho ubuchule bakho bokuyila kunye nobuchule bokusombulula iingxaki busulungekiswa ngeeprojekthi ezisebenzayo, ikhosi ye-“Modern Artificial Intelligence Masterclass: Yakha iiProjekthi ezi-6” igqitha ngaphaya kobuchule bokufunda obuqhelekileyo.
Amandla akho okuphuhlisa, ukwakha, kunye nokuphucula izicelo ze-AI ziya kwandiswa kakhulu njengoko uqhubela phambili kwikhosi.
14. Ubukrelekrele bokwenziwa ngoomatshini, ukuFunda ngokuNzulu
Ikhosi “yoBuchule boBuchule ngokuFundisa ngoomatshini, iNzululwazi eNzululwazi” isebenza njengesikhokelo kuwe ngexesha lophando lwakho.
Inika inkcazo etyebileyo yethiyori kunye namava njengoko iphonononga ii-algorithms ezisisiseko kunye neendlela eziqhuba ubukrelekrele bokwenziwa kwangoku (AI).
Le khosi idibanisa i-Machine Learning (ML) kunye ne-Deep Learning (DL) ukubonelela ngezixhobo ozifunayo ukuhamba kwiindawo eziyinkimbinkimbi zedatha. Ukuqonda okunzulu kwe-AI, ML, kunye ne-DL kuyakhuthazwa yindlela iimodyuli zekhosi ezihlelwe ngayo.
Ngokususa iileya ze-algorithms, zikukhokelela ekuqiqeni emva kwazo. Ukuqinisekisa ukuqonda okubanzi, iintetho zethiyori, kunye nemisebenzi eyenziwayo idityaniswe kunye.
Amandla akho okwenza iisistim ezikrelekrele ezinokufunda kwiidatha ziya kuphucula ngenxa yokusebenza kwiiprojekthi zehlabathi zangempela.
Umtsalane wokufunda ngomatshini (ML) kunye nokufunda okunzulu (DL) kukukwazi kwabo ukufumana iipatheni kwiidatha-ikhono elibalulekileyo eliphuhliswa ngokucokisekileyo le khosi.
Ngokukukhokela kwi-maze yothungelwano lwe-neural, intsimi engaqondakaliyo yokufunda nzulu iya kungeneka ngakumbi.
Ukongeza, ngokucacisa iikhonsepthi zokufunda okujongwayo, okungajongwanga, kunye nokomeleza, ikhosi isusa inkalo yokufunda koomatshini.
Uya kufumana ukuqonda okusebenzayo kokulungiswa kwedatha, uvavanyo lwemodeli, kunye neendlela zokuphucula kwesi sifundo, uqinisekisa ukuba uyayiqonda imigaqo.
Olu qeqesho lukwacacisa inkqubo yokwakha, ukulolonga, nokuphucula imifuziselo ukuze kuveliswe uqikelelo oluchanekileyo. Imisebenzi ikunyanzela ukuba usebenzise oko ukufundileyo, nto leyo ekhuthaza ukomelela kunye nokuqonda.
15. Ukufunda nzulu AZ 2023
Phonononga ilizwe lolwazi oluqhutywa yidatha ngokubhalisa kwikhosi ye-"Deep Learning AZ 2023". Esi sifundo sisebenza njengendlu yesibane, ebonisa indlela yokuba nobuchule ekufundeni nzulu, isebe elibalulekileyo lobukrelekrele bokwenziwa.
Yenza umhlaba onzima wokufunda okunzulu uqondwe ngokucalula uthungelwano lwe-neural kunye nezinto eziyilwe ngobuchule.
Uya kufunda malunga nokusebenza kothungelwano lwe-convolutional kunye ne-recurrent neural networks njengoko uqhubela phambili kwizifundo, eziya kukunika ukuqonda okuqinileyo malunga nendlela iikhompyuter ezifumana kwaye ziqhube ngayo idatha entsonkothileyo.
Ikhosi ikwabandakanya ukufunda okungajongwanga, ikwazisa ngesayensi kunye nobugcisa bokufundisa iikhompyuter ukufumana iipateni kwidatha engabhalwanga.
Isiseko sekhosi yicandelo layo elisebenzayo, elibonelela ngeendlela zokubeka ulwazi lwezemfundo ukuba lusetyenziswe kwiimeko eziphathekayo.
Uya kusebenza kwiiprojekthi ezicela umngeni ezivavanya ukukwazi kwakho ukufaka isicelo iimodeli zokufunda nzulu ukujongana neengxaki ezingxamisekileyo.
Le misebenzi yindawo yokudlala yokuphucula izakhono zakho kunye nokuqinisekisa ukuba uyaziqonda iziseko zokufunda nzulu, kunoviwo nje.
Ukuqonda indlela yokusebenzisa i-Keras kunye ne-TensorFlow, izixhobo ezibini ezisisiseko zokudala kunye nokucokisa iimodeli ezithembekileyo zokufunda-nzulu, yenye yezona zinto zithathwa kwesi sifundo.
Ukongeza, uya kuphonononga ukusetyenzwa kolwimi lwendalo, okuya kukhokelela kwintsimi enomdla yokusebenzisana komatshini nomntu.
Ukuze kuqinisekiswe ukuqondwa okunzulu kokufunda okunzulu, ikhosi ikwahamba nolwandle lokomeleza ukufunda.
isiphelo
Ekuqaleni, ukuhlenga ngobuninzi bezifundo ze-AI ezifikelelekayo kwii-novices kunokubonakala njengomsebenzi onzima. Kodwa nje ukuba uqalise, indlela yokuqonda iziseko zobukrelekrele bokwenziwa ngokungathandabuzekiyo iyonwabisa.
Ezi zifundo ziyilwe ngononophelo zibonelela ngendibaniselwano yolwazi lwezifundo kunye namava ehlabathi lokwenyani ukunceda abaqalayo ukuba bahambe kwindawo entsonkothileyo yobukrelekrele bokwenziwa.
Ummandla wokufunda onika umdla udalwa ziimfundiso ezisebenzisanayo kunye neeprojekthi ezenziwayo ezizezona ziphambili kwizifundo ezininzi zokwazisa.
Kunye nokudlulisela ulwazi oluyimfuneko, zikwakhuthaza umdla kunye noluvo lwempumelelo kubafundi.
Uncedo olubandakanya konke kunye nezixhobo ezibonelelwa kwezi zifundo zisebenza njengephedi elomeleleyo, etyhalela abo banqwenela ukungena kwikamva elizele zizinto ezintsha zobuchwephesha.
Shiya iMpendulo