Okuqukethwe[Fihla][Bonisa]
- 1. Izinto ze-AI
- 2. I-Python Yesayensi Yedatha, i-AI & Nokuthuthukiswa
- 3. I-AI yawo wonke umuntu
- 4. I-AI for Good
- 5. Izisekelo ze-AI zawo wonke umuntu
- 6. I-Artificial Intelligence AZ 2023
- 7. Isingeniso ku-Artificial Intelligence (AI)
- 8. Ubungcweti bokufunda ngomshini
- 9. I-Deep Learning Specialization
- 10. Izibalo Zokufunda Ngomshini kanye Nesayensi Yedatha
- 11. I-IBM Ifake Isitifiketi Sochwepheshe se-AI
- 12. Isingeniso seComputer Vision and Image Processing
- 13. Modern Artificial Intelligence Masterclass: Yakha 6 Projects
- 14. I-Artificial Intelligence Nokufunda Ngomshini, Ukufunda Okujulile
- 15. Ukufunda Okujulile i-AZ 2023
- Isiphetho
Ezweni eliya ngokuya lixhunywa futhi eliqhutshwa idatha, ukufika kwe-AI kuyisikhumbuzo sobuhlakani bomuntu.
Ingqikithi ye-AI, egxile ekulingiseni ubuhlakani bomuntu ngomshini, ithola ukuhlobana ezinhlobonhlobo zezinhlelo zokusebenza, iqhuba intuthuko ephazamisayo kuzo zonke izimboni.
Umthelela mkhulu futhi ufinyelela kude, kusukela ekunakekelweni kwezempilo, lapho ukuxilonga okunamandla e-AI kunikeza ukuhlonza ukugula kusenesikhathi, imfundo, ezezimali, nokunye.
Ukuzenzakalela kokuthuthuka komsebenzi okuvamile ekuhlaziyweni kwedatha, kanye nethuba lokuthuthukiswa ulwazi lomsebenzisi ezinye zezindawo ezimbalwa lapho i-AI ikhanya ngokukhazimulayo.
Ukuguquguquka okukhona endaweni ye-AI kudinga ukuzibophezela ekufundeni okuqhubekayo. Njengoba imingcele yalokho okucatshangwayo iqhubeka nokufiphala, ukuhlala kwamanje ekuthuthukiseni izinqubo nobuchwepheshe akunconywa nje kuphela, kodwa futhi kuyadingeka.
Lena indawo lapho okutholwe izolo kusheshe kube yizindinganiso zanamuhla, kugcizelela uhlamvu olusheshayo lokuqamba okusha emsebenzini. Ukuphishekela okungapheli kokubaluleka endaweni egcwele ukuthuthukiswa okuqhubekayo kugcizelela isidingo solwazi lokufunda oluhlala luvela.
Ngaphezu kwalokho, ngesidingo esikhulayo solwazi lwe-AI, kunomuzwa wokuphuthuma konjiniyela abanesifiso sokumba umnyombo wale sayensi ethokozisayo.
Ithemba lokuchaza ubunkimbinkimbi be ukufunda imishini, ukufunda okujulile, namanethiwekhi emizwa ayaheha.
Kodwa-ke, indlela eya ekuqondeni i-AI ivamise ukubonwa njengobunzima, ikakhulukazi yilabo abasesigabeni sokuqala. Kungalesi sikhathi lapho kucaca khona ukubaluleka kwezifundo zemfundo ezihleleke kahle.
Njengoba singena esizindeni semfundo ye-AI, sekuqubuke inqwaba yezifundo ukuze kuhlangatshezwane nokwanda kwabafundi abazimisele.
Lezi zifundo, eziklanyelwe izigaba zokufunda ezihlukene kanye nolwazi lwangaphambilini, zizama ukuthambisa ijika lokufunda, zenze isingeniso se-AI singasabisi kangako.
Iqoqo elikhethwe ngesandla lezifundo ze-AI zabaqalayo lisebenza njengesitebhisi kulo mkhakha othakazelisayo. Lezi zifundo, ezihloselwe ukunikeza isisekelo esiqinile, zihlanganisa imibono eminingi ye-AI ukuze inikeze ulwazi oluphelele.
Bacacisa imiqondo eyisisekelo, banikeze isipiliyoni ngezandla, futhi banikeze ukubukeka kwezinhlelo zokusebenza zomhlaba wangempela ze-AI.
Ukuqala umzila wokufunda ohlelekile kufana nokuvula umnyango wekusasa eligcwele amathuba. Indlela yokuthola i-AI ingajabulisa futhi ivuze ngokuqeqeshwa okufanele.
Iqoqo elilandelayo elikhethiwe lezifundo ze-AI lenzelwe ukunikeza isisekelo esiqinile, kuvuse inhlansi yentshisekelo kanye nokubeka isisekelo sohambo olujabulisayo endaweni ethokozisayo ye-AI.
1. Izinto ze-AI
UMinnaLearn kanye neNyuvesi yaseHelsinki badale uchungechunge oluguquguqukayo lwezifundo zamahhala eziku-inthanethi ezibizwa ngokuthi The Elements of AI.
Umgomo wayo uwukwenza ukuthi i-AI ingabonakali futhi inike amandla abantu abaningi, kungakhathaliseki isizinda, ukuthi bayiqonde. Kunezigaba ezimbili eziyinhloko zesifundo.
Ingxenye yokuqala, “Isingeniso ku-AI,” iyimojula elula engadingi ulwazi lwezinhlelo zangaphambili noma izibalo ezithuthukisiwe. Ilungele wonke umuntu ofuna ukufunda okwengeziwe nge-AI, amathuba ayo, nokuthi izithinta kanjani izimpilo zethu zansuku zonke.
Le ngxenye ihlinzeka ngesisekelo esiqinile sokuqonda okuyisisekelo kwe-AI. "Ukwakha i-AI," isigaba sesibili, sihlola ama-algorithms ngokuningiliziwe okwenza kube nokwenzeka ukudala amasu e-AI.
Ukuze ubambe iqhaza ngokuphelele kulesi sifundo sobuchwepheshe, ulwazi oluthile oluyisisekelo lohlelo lwePython luyelulekwa.
Ilungele abantu abafisa ukuqhubekela phambili ekusebenziseni ukuthuthukiswa kwe-AI futhi badlulele ngale kwezisekelo.
Izakhi ze-AI zigqama ngokuzinikela kwayo ekwenzeni intando yeningi kanye nokunika amandla ulwazi lwe-AI. Ukufunda ukungena nokuphuma kwe-AI akubalulekile njengokuqonda okungase kube nokusebenza kwayo kuwo wonke uhla lwezimboni.
Lesi sifundo sigcizelela ukuthi i-AI akuyona nje eyabonjiniyela kodwa eyawo wonke umuntu onentshisekelo ngekusasa lobuchwepheshe, futhi ikhuthaza ukusetshenziswa okuhlukene kobuchwepheshe.
2. I-Python ye-Data Science, i-AI nokuThuthukiswa
I "Python for Isayensi Yedata, AI & Development” course, ekhiqizwe i-IBM futhi etholakala ku-Coursera, iyisifundo esibanzi esenzelwe ukudalula abafundi emhlabeni wezinhlelo zePython.
Ikakhulukazi ezindaweni zesayensi yedatha, ubuhlakani bokwenziwa, kanye nentuthuko.
Ngefomethi yalesi sifundo esilungele abaqalayo, ungafunda ukuhlela ku-Python emahoreni ambalwa, noma ungenabo ubungcweti bokuhlela bangaphambili.
Uzothola ukuqonda okuyisisekelo kwePython kuso sonke isifundo, okuhlanganisa okuguquguqukayo, izakhiwo zedatha, izinkulumo, nezinhlobo zedatha.
Uzoba nekhono ekuhlanganiseni, amalophu, imisebenzi, izinto, namakilasi ku-Python programming logic. Ukusetshenziswa kwemitapo yolwazi yePython—njengamaPanda, Numpy, kanye Nesobho Elihle—okubalulekile ekuhlaziyweni kwedatha nokukhohlisa nakho kuyahlanganiswa esifundweni.
Indlela yokusebenza yalesi sifundo ingenye yezici zayo ezihlukile. Ngesikhathi amalebhu asebenzayo nge I-Jupyter Notebooks, uzokwazi ukusebenzisa ulwazi lwakho osanda kuluthola.
Njengoba kukwenza ukwazi ukubhekana nedatha yangempela futhi ubhekane nezinkinga zangempela, lokhu okuhlangenwe nakho okungokoqobo kuyigugu.
Lapho uqeda isifundo, uzobe usuthole ukuzethemba ekusebenziseni iPython ukuze udale izinhlelo ezilula, uxhumane nedatha, futhi wenze imisebenzi yansuku zonke ngokuzenzakalelayo.
Uhlu olubanzi lwezimboni, kuhlanganisa ukuthuthukiswa kwesofthiwe, ubunjiniyela bedatha, ubuhlakani bokwenziwa, i-DevOps, nesayensi yedatha nokuhlaziya, kungazuza kumakhono owatholayo.
3. I-AI yawo wonke umuntu
I-“AI yawo wonke umuntu,” isifundo esinikezwa i-deeplearning.ai, yakhelwe noma ubani ofuna ukufunda mayelana namandla okuguqula obuhlakani bokwenziwa ngaphandle kokuthinjwa phansi emininingwaneni.
Lesi sifundo sikuhambisa emiphumeleni yezenhlalo nezentengiselwano yobuhlakani bokwenziwa ngenkathi sikunikeza ukuqonda okuphelele kwalokho esingakuzuza nesingakwazi ukukufeza.
Ngaphandle kobuchwepheshe bomuntu, ihlose ukwenza imithetho ye-AI ingaqondakali futhi iyenze iqondwe kubabukeli abaningi.
Phakathi nesifundo, uzofunda kabanzi mayelana nokusebenza kwangaphakathi kokufunda komshini nokufunda okujulile, izindawo ezimbili zobuhlakani bokwenziwa ezihehe abantu abaningi muva nje.
Ukwengeza, uzofunda izehlakalo zomhlaba wangempela ezibonisa ukusetshenziswa okuwusizo kobuhlakani bokwenziwa emikhakheni eminingi.
Ukuqinisekisa ukuthi abafundi bakulungele ukwenza izahlulelo ezihlakaniphile ezizindeni zabo, isifundo siphinde sibhekane nezindaba zokuziphatha ezizungeze i-AI.
Ukugxila emiphumeleni yezohwebo ye-AI ku-"AI yawo wonke umuntu" kungenye yezingxenye zayo eziphawuleka kakhulu.
Ababambiqhaza bazothola ulwazi lwamaqhinga okudala inkampani egxile kudatha futhi bafunde ukuthi banganqamula kanjani ngempumelelo uguquko lwe-AI emafemini abo.
Abafundi bazothweswa iziqu kulesi sifundo benamakhono adingekayo ukuze basebenzise izindlela eziqhutshwa yi-AI emisebenzini yabo yobungcweti, ngaphezu kokuwuqonda kahle lo mkhakha.
4. I-AI for Good
Isifundo se-“AI for Good” siwuhlelo oluphambili oluvela ku-deeplearning.ai oluhlose ukusebenzisa ubuhlakani bokwenziwa ukuxazulula izinkinga zomhlaba ezinzima.
Lesi sifundo sinikeza ithuba elingandile lokuthuthukisa amakhono axuba ikhompyutha nobuhlakani bomuntu ukuze kube nemiphumela enenzuzo emhlabeni wangempela.
Iklanyelwe ukuba iqondwe kalula ngochwepheshe, abafundi, nanoma ubani oshisekela ukuthuthukisa umphakathi kanye nemvelo.
Uzofunda isisekelo se-methodical sokwenza amaphrojekthi we-AI phakathi nesifundo.
Kumaphrojekthi agxile ekuqapheni ukuhlukahluka kwemvelo, amandla omoya, ukungcoliswa komoya, nokulawulwa kwezinhlekelele, uzohlola idatha futhi udale amamodeli e-AI.
Ukuze sikunikeze ukuqonda okungokoqobo kwezinhlelo zokusebenza ze-AI, isifundo siphinde sihlole izifundo zomhlaba wangempela eziphathelene nempilo yomphakathi, ukuguquka kwesimo sezulu, nokulawulwa kwezinhlekelele.
Uzothola ukuthi ungayenza kanjani imodeli ye-AI ukukhulisa ukubikezelwa kokukhiqizwa kwamandla omoya, sebenzisa umbono wekhompyutha amasu okuqaphela nokuhlukanisa izilwane ngokwezigaba zokuqapha ukuhlukahluka kwemvelo, kanye nokuhlola ikhwalithi yomoya kusetshenziswa amanethiwekhi emizwa.
Lesi sifundo siphinde sihlanganise nokusebenzisa amasu okucubungula ulimi lwemvelo emibhalweni ethunyelwa ngemuva kwezinhlekelele kanye nokwakhiwa kwepayipi lokuhlukanisa izithombe ukuze kuhlolwe umonakalo kusetshenziswa izithombe zesathelayithi.
I-AI yohlaka lwephrojekthi Enhle, Amabhuku Amanothi e-Jupyter, umbono wekhompyutha, ukufunda ngomshini ogadiwe, ukucubungula ulimi lwemvelo, ukuhlaziya idatha yokuhlola, nokunye kuphakathi kwamakhono ozowathola.
Uzoba namakhono nolwazi oludingekayo ukuze usebenze ku-AI yamaphrojekthi Okuhle futhi udale imikhiqizo esebenzisa i-AI ngezizathu zemvelo nezobuntu ngokuphetha kwesifundo.
5. Izisekelo ze-AI zawo wonke umuntu
Isifundo esibanzi esithi “AI Foundations for everyone Specialization” i-IBM esinika yona ku-Coursera ihloselwe ukujwayelanisa abafundi nomkhakha wobuhlakani bokwenziwa (AI). Lokhu okukhethekile akudingi ulwazi lokuhlela futhi yakhelwe labo abangenalo ulwazi oluncane nge-AI.
Kubafundi abathanda ukufunda ngemiphumela ye-AI kanye namathuba oguquko emphakathini nakumabhizinisi, lena indawo enhle ongaqala ngayo.
Izifundo ezintathu zakha okukhethekile, ngasinye sigxile endaweni ehlukile yobuhlakani bokwenziwa. Esifundweni sokuqala, "Isingeniso Sezobuhlakani Bezokwenziwa (AI)," abafundi banikezwa ukuqonda okujwayelekile kobuchwepheshe, ukusetshenziswa kwabo, nokuthi buwushintsha kanjani umphakathi.
Uzothola ulwazi ngokuziphatha kwe-AI, ukufunda okujulile, amanethiwekhi emizwa, ukufunda komshini, nezinye izihloko ezihlobene.
Isifundo sesibili sidingida ukusetshenziswa kwezinsizakalo ze-Watson AI, ezinesihloko esithi “Ukuqala nge-AI usebenzisa i-IBM Watson.”
Uzothola ukuthi ungayikhulisa kanjani imisebenzi endaweni yokusebenza futhi ukhuphule umkhiqizo usebenzisa izinhlelo ezifana ne-Watson Studio. Izici nemisebenzi ye-IBM Watson Services ngaphakathi komjikelezo wempilo we-AI nazo ziyahlanganiswa kulesi sifundo.
Isifundo sokugcina, “Ukwakha Ama-Chatbots Anamandla E-AI Ngaphandle Kokwenza Uhlelo,” sigxile ekwakheni ama-chatbots ngaphandle kwesidingo sokubhala ikhodi.
Izinzuzo zama-chatbots, indlela yokusebenzisa i-Watson Assistant ukwakha i-chatbot esebenziseka kalula, kanye nendlela yokuyihlanganisa newebhusayithi konke kuzombozwa.
Uzoqedela inani lemisebenzi eyenziwa ngesandla, yekhodi ngesikhathi sokukhethekile. I-Watson AI-powered chatbot yokusekelwa kwamakhasimende kuwebhusayithi izobe isidaliwe, ihloliwe, futhi yasetshenziswa ekupheleni.
6. I-Artificial Intelligence AZ 2023
Isifundo esiklanywe kahle "Artificial Intelligence AZ 2023" sivula imayini yengcebo yolwazi ekuvumela ukuthi umbe ujule emhlabeni we-Artificial Intelligence (AI).
Lesi sifundo sikuhambisa ezintweni eziyisisekelo kusukela ekuqaleni, siqinisekisa ukuthi kusungulwa isisekelo esiqinile.
Ubunkimbinkimbi bobuhlakani bokwenziwa buvezwa njengoba uqhubeka, bunikeza ukuqonda mayelana namandla anamandla alobu buchwepheshe obusha. Imojula ngayinye esifundweni yakhela kule engaphambi kwayo, ngenhloso yokusiza ukufunda okunenqubekela phambili.
Lokhu kunikeza i-trajectory yakho yokufunda isigqi, okusiza ukufana okulula kwemiqondo eyinkimbinkimbi ye-AI. Lapha, izabelo ezingokoqobo ezithakazelisa futhi eziqondayo zisetshenziswa ukuze kucwengisiswe ukuqonda kwakho.
Uzothola ithuba lokusebenza ngedatha yomhlaba wangempela, futhi uzojatshuliswa inselele yokukhipha imininingwane ebalulekile kuyo.
Lesi sifundo sigqama ngenxa yomthamo waso wokwenza imibono yethiyori ingaqondakali ngokusebenzisa uhlelo lokusebenza lomhlaba wangempela. Esikhundleni sokuba nje umthengi wolwazi ongenzi lutho, uphonswa endaweni yokufunda enempilo.
Kunezithiyo ezimbalwa kulesi sifundo ezizohlola ikhono lakho lokucabanga ngokujulile nokuxazulula izinkinga.
Lesi sifundo sikuhlomisa ngamakhono adingekayo ukuze usebenzise lolu lwazi ngempumelelo, ngaphezu kokukunikeza ulwazi oludingekayo.
7. Isingeniso ku-Artificial Intelligence (AI)
Gxila emkhakheni othokozisayo wobuhlakani bokwenziwa ngokuthatha isifundo se-Coursera esithi “Isingeniso Sobuhlakani Obusenziwe (AI)”.
Lesi sifundo siqinisekisa isisekelo esiqinile emibonweni ewumongo ye-AI futhi sivula indlela yokuqonda okujulile kwenkambu.
Uholwa kusukela ekuqaleni emzileni wokufunda oqinile owembula ngokucophelela izici eziningi zobuhlakani bokwenziwa.
Indlela indaba ehlelwe ngayo esifundweni iqinisekisa ukuthi ulwazi lwakhiwa kancane kancane nokuthi imojula ngayinye igeleza ngokwemvelo iye kwelandelayo.
Le ndlela ecatshangelwa kahle ikhuthaza ukuqonda okujulile kwemiqondo ye-AI ngaphezu kokwenza ukufunda kube lula.
Uhlelo luhlanganisa izifundo eziningi, okuhlanganisa ukufunda okujulile, ukufunda ngomshini, amanethiwekhi e-neural, nokunye.
Ujula enhliziyweni yobuhlakani bokwenziwa futhi uphenya izinsimbi ezinikeza izimiso ezihlakaniphile—awugcini nje ngokubuka phezulu.
Isifundo sigcwele izivivinyo ezisebenzayo ezikunikeza indlela yokufunda ngezandla. Ukusebenzelana namasethi edatha omhlaba wangempela kuwukuzizwisa okuthakazelisayo nokufundisayo okunikezwayo.
Uphoqeleka ukuba ungene endaweni yokufunda ethokozisayo, eguqukayo ngesifundo, esingakunciphisi ekubeni umfundi ongenzi lutho.
Inhloso yalesi sifundo ukuhlola ikhono lakho lokucabanga ngokujulile nokuxazulula izinkinga. Ukusebenzisa ulwazi ezimweni ezifanele, zomhlaba wangempela kubaluleke njengokuwuthola nje.
8. Ubungcweti bokufunda ngomshini
I-Stanford University kanye ne-DeepLearning.ai ihlinzeka ngobuchwepheshe bokufunda ngomshini.
Uhlelo oluphelele lwe-AI olunikezwa yi-Coursera luhloselwe ukunikeza abafundi isisekelo esiqinile kumbono we-AI kanye nekhono lokufunda ngomshini eliwusizo.
Ababambiqhaza kulokhu okukhethekile bazohlola uhla olubanzi lwezifundo zokufunda ngomshini. Ekuqaleni, bazosebenzisa amathuluzi aziwayo ePython afana neNumPy kanye ne-scikit-learn ukwakha. amamodeli wokufunda wemishini.
Womabili amasu okufunda agadiwe nangagadiwe ahlanganiswa esifundweni.
Uzofunda ukuthi ungakha futhi uqeqeshe kanjani amamodeli ezinkinga zokuhlukanisa kanambambili kanye nezinkinga zokuqagela, njengokuhlehla kwelogistic kanye nomugqa, usebenzisa ukufunda okugadiwe. Ukwengeza, uzothola ukuqeqeshwa okusebenzayo kwenethiwekhi ye-neural usebenzisa i-TensorFlow yokuhlukaniswa kwezigaba eziningi.
Isifundo sihlanganisa ukuhlanganisa nokutholwa okudidayo esimweni sokufunda okungagadiwe, okunikeza abafundi amathuluzi abawadingayo ukuze basebenze nedatha engenazo izimpendulo ezilebulwe.
Ubuchwepheshe buhlanganisa namasu okuhlanganisa izihlahla, njengezihlahla ezithuthukisiwe, amahlathi angahleliwe, nezihlahla zokunquma.
Ukugcizelela kwalesi sifundo ekuthuthukiseni amasistimu ancomayo ngokusebenzisa amasu okufunda okujulile asekelwe kokuqukethwe kanye namasu okuhlunga okuhlanganyelwe kungenye yezici zayo ezihlukile.
Ukwengeza, kujulile ukuqinisa ukufunda amamodeli ethulwa kuwe. Ukugxila kokukhethekile kusekuzikhundleni ezihamba phambili zokuthuthukisa ukufunda komshini, okuqinisekisa ukuthi amamodeli akhelwe abafundi ayifanele kahle imisebenzi yomhlaba wangempela nedatha.
Uzophothula ohlelweni ngokuqonda okuqinile imibono yokufunda yomshini eyisisekelo kanye namakhono okusebenza adingekayo ukuze usebenzise lezi zindlela ukubhekana nezinkinga ezinzima zomhlaba wangempela.
9. Ukufunda Okujulile
I-DeepLearning.AI's Deep Learning Specialization iyikharikhulamu eyisethulo eyethula abafundi ekufundeni okujulile kanye nobuhlakani bokwenziwa.
Isimo esiqondile, esifushane, futhi esizihambelayo salesi sifundo esiku-inthanethi, esifundiswa iphayona lokufunda ngomshini u-Andrew Ng, sisenza sifinyeleleke kubantu abasanda kuqala uhambo lwabo lwe-AI.
Ukuqala ngombono oyisisekelo wamanethiwekhi e-neural, uzofunda izifundo ezihlukahlukene ezijulile kulokhu okukhethekile.
Uzothola ulwazi lwezingxenye ezibalulekile zesakhiwo senethiwekhi ye-neural kanye nendlela yokwakha, ukuqeqesha, nokusebenzisa amanethiwekhi ajulile e-neural axhumeke ngokugcwele.
Isifundo siphinde sihlole intuthuko yezobuchwepheshe ebalulekile esekela ukusetshenziswa kokufunda okujulile. Njengoba uthuthukela, uzofunda amasu awusizo okuqalisa amaphrojekthi akho e-AI nokwakha iphothifoliyo ehambisana nomkhakha.
I-TensorFlow, ama-transformer, amanethiwekhi we-convolutional neural, amanethiwekhi avamile we-neural, amanethiwekhi e-neural okwenziwa, nohlelo lwePython konke kuhlanganiswe kulokhu okukhethekile.
Inkumbulo yesikhathi esifushane ende (LSTM), amamodeli wokunaka, ukucubungula ulimi lwemvelo, ukutholwa kwento kanye nokuhlukaniswa, amasistimu okubona ubuso, ukwenza kahle, ukushuna kwe-hyperparameter, ukufunda ngomshini, ukufunda kokudlulisa, ukusabalalisa okusemuva, namasistimu okubona ubuso kuphakathi kwezinye izihloko ozozifunda.
Amakilasi amahlanu ngalinye eligxile esicini esihlukile sokufunda okujulile akha uhlaka lohlelo.
Amanethiwekhi we-Neural nokufunda okujulile, ukwenziwa ngcono kwenethiwekhi ye-neural ejulile, iphrojekthi yokufunda yomshini inhlangano, amanethiwekhi e-convolutional neural, namamodeli okulandelana kuyizibonelo ezimbalwa.
Zonke izifundo zenzelwe ukuthi zakhelwe phezu kwalezo ezingaphambi kwaso, ziqinisekise ukuqonda okuphelele kokufunda okujulile.
10. Izibalo Zokufunda Ngomshini Nesayensi Yedatha
Okukhethekile kwe-DeepLearning.AI "yeMathematics Yokufunda Komshini Nesayensi Yedatha" kuwuhlelo lwezifundo olulungele abasaqalayo olunikeza abafundi ibhokisi lamathuluzi eliyisisekelo lezibalo elidingekayo ekufundeni komshini.
Lesi sifundo silungele wonke umuntu ofisa ukuthuthukisa izisekelo zezibalo ukuze athole umsebenzi wokufunda ngomshini nesayensi yedatha, njengoba nje sidinga izinga lezibalo lesikole samabanga aphezulu njengemfuneko.
Lesi sifundo sizokufundisa izihloko ezibalulekile zezibalo ezifana nokubala, i-algebra yomugqa, izibalo, kanye namathuba. Lawa makhono ayisisekelo ayadingeka ukuze kuqondwe ngempumelelo futhi kusetshenziswe umshini wokufunda ama-algorithms.
Izifundo zihlelwe zaba izigaba ezintathu: I-Linear Algebra Yokufunda Ngomshini Nesayensi Yedatha, I-Calculus Yokufunda Ngomshini kanye Nesayensi Yedatha, kanye Namathuba Nezibalo Zokufunda Ngomshini Nesayensi Yedatha.
Uzoqala ngokufunda mayelana namavekhtha, omatikuletsheni, ukuguqulwa komugqa, nama-eigenvalues, konke okubalulekile ekuqondeni amamodeli okufunda omshini.
Isifundo sibe sesingena ku-calculus, sikufundisa mayelana nokuphuma kokunye, ama-gradients, namasu okuthuthukisa afana ukwehla kwe-gradient, konke okudingekayo ekuqeqesheni amanethiwekhi e-neural.
Engxenyeni yamathuba nezibalo, uzofunda mayelana nokuguquguquka okungahleliwe, ithiyori ye-Bayes, ukusatshalaliswa kwe-Gaussian, nokuhlolwa kwe-hypothesis, kanye namathuluzi ezibalo okuhlaziya idatha.
Ekupheleni kwesifundo, uzoba nolwazi olunzulu lwemiqondo yezibalo esekela ukuziphatha kwe-algorithmic kanye nendlela yokuyijwayela ukuze isetshenziswe ngokwezifiso.
Abaqashi bayawazisa la makhono, futhi bazokusiza ukuthi unqobe imibuzo yenhlolokhono yokufunda ngomshini futhi uthole umsebenzi owufanele.
11. I-IBM Ifake Isitifiketi Sochwepheshe se-AI
I-IBM Applied AI Professional Certificate, etholakala ku-Coursera, iyikharikhulamu ebanzi eyenzelwe ukuthi uqalise emkhakheni wobuhlakani bokwenziwa.
Lesi sifundo, esiholwa ngochwepheshe be-IBM, silungele abasaqalayo futhi asidingi noma yiluphi uhlelo lwangaphambilini noma ulwazi lobuhlakani bokwenziwa.
Ngenkathi yokuqeda ehlongozwayo yezinyanga ezintathu ngamahora ayishumi ngesonto, ivumelana nezimo ngokwanele ukukuvumela ukuthi ufunde ngesivinini sakho.
Uzothola ukuqonda okuphelele kobuhlakani bokwenziwa (AI), ukusetshenziswa kwayo, kanye namacala okusebenzisa kulesi sifundo.
Ukuze uqale, zijwayeze nencazelo yobuhlakani bokwenziwa futhi uchaze imiqondo efana nokufunda okujulile, ukufunda ngomshini, namanethiwekhi emizwa.
Ukufunda ukwakha ama-chatbots e-AI nabasizi ababonakalayo kumawebhusayithi ngaphandle kolwazi lokuhlela kungenye yezici zesifundo.
Isifundo sihlanganisa ubuhlakani bokwenziwa, ukufunda ngomshini, uhlelo lwePython, i-Watson AI, ama-chatbots, ukufunda okujulile, kanye ne-application programming interfaces (ama-API).
Uzophinda ungene kwisayensi yedatha, uphenye ubuchwepheshe obufana nezinsizakalo ze-IBM Watson AI, i-OpenCV, nama-API ukuze udale izixazululo ezinikwe amandla yi-AI ngekhodi.
Okukhethekile kwenziwa izifundo eziyisithupha, ngasinye sigxile esihlokweni esihlukile se-AI esetshenzisiwe. Isingeniso ku-AI, ukwakha ama-chatbots anamandla e-AI,
I-Python yesayensi yedatha, ukuthuthukisa izinhlelo zokusebenza ze-AI ngePython neFlask, nokwakha izinhlelo zokusebenza ze-AI kusetshenziswa ama-Watson APIs ziphakathi kwezihloko ezivezwayo.
Isifundo ngasinye senzelwe ukwakha phezu kwephambi kwaso, sinikeze ukuqonda okuphelele kwe-AI esetshenzisiwe.
12. Isingeniso ku-Computer Vision and Image Processing
Kwethulwa i-IBM ku-Coursera, isifundo esithi “Isingeniso Sokubonwa Kwekhompyutha Nokucubungula Izithombe” siyisifundo esilungele abaqalayo esihlose ukwethula abafundi emkhakheni othakazelisayo wokubona ngekhompyutha.
Umbono wekhompyutha unezinhlelo zokusebenza ezimbonini ezihlukene, ezihlanganisa amarobhothi, okungokoqobo okungathandwa kwabathelisi esikubona, kanye nezimoto ezizishayelayo.
Yize kudingeka ukujwayelana nezinhlelo zePython kanye nezibalo zesikole samabanga aphezulu, abukho ubungcweti bangaphambili bokufunda ngomshini noma ukubona ngekhompyutha kulesi sifundo.
Uzofunda ukuchaza ukuthi umbono wekhompyutha usetshenziswa kanjani emikhakheni eminingi kanye nendlela yokuxazulula izinkinga zombono wekhompyutha ngokusebenzisa izindlela zokucubungula izithombe nezindlela zokuhlaziya kulesi sifundo.
Ukuze wenze imisebenzi ebalulekile yokucubungula izithombe njengokuhlonza into nokuhlukaniswa kwezithombe, uzosebenzisa iPython, Pillow, ne-OpenCV.
Ukwenza isihlukanisi sesithombe ngezindlela zokufunda ezigadiwe kungesinye isihloko esidingidwa esifundweni. Amamojula ayisithupha akha isakhiwo sesifundo, futhi ngalinye ligxile endaweni ehlukile yokucubungula izithombe nokubona ngekhompyutha.
Lokhu kufaka phakathi izihloko ezifana nokubuka konke kombono wekhompuyutha, ukubonwa kwento, ukuhlukaniswa kwesithombe sokufunda ngomshini, ukucutshungulwa kwesithombe kusetshenziswa i-OpenCV ne-Pillow, amanethiwekhi e-neural, nokufunda okujulile, kanye necala lephrojekthi ekuhlukaniseni izimpawu zethrafikhi.
Lesi sifundo sigcizelela ukufunda okusetshenzisiwe phezu kokuqonda nje kwethiyori. Ngokusebenza kumaphrojekthi asebenzayo, uzothuthukisa iphothifoliyo yezinto ozifezile ezibonisa amakhono akho ekucubunguleni izithombe nasekuboneni ngekhompyutha.
I-Jupyter Labs kanye ne-Computer Vision Learning Studio (CV Studio), insiza yokufunda yamahhala yombono wekhompyutha, izohlanganiswa kumalebhu.
Ungalayisha, uqeqeshe, futhi uhlole isihlukanisi sakho sesithombe esiyingqayizivele namamodeli okuthola nge-CV Studio.
13. I-Modern Artificial Intelligence Masterclass: Yakha amaphrojekthi ayi-6
Isifundo se-“Modern Artificial Intelligence Masterclass: Build 6 Projects” ku-Udemy sizokuthatha ohambweni olujabulisayo lokungena enhliziyweni yobuhlakani bokwenziwa.
Lesi sifundo esihlelwe ngokucophelela sisebenzisa indawo yokufunda ehehayo esekwe kuphrojekthi ukuletha inhlanganisela yolwazi lwezemfundo namakhono asebenzayo.
Uzothola ukuthi yonke iphrojekthi kule ndawo yokufunda iklanyelwe ukuveza isici esihlukile sobuhlakani bokwenziwa, inikeze ukuqonda okubanzi kwenkambu.
Kusukela ekufundeni komshini kuya ekufundeni okujulile kuya emkhakheni othakazelisayo wamanethiwekhi e-neural, uhlelo lugcwele izifundo ezithakazelisayo.
Ngosizo lwamaphrojekthi ayisithupha ahlukene, uzongena ohlangothini olusebenzayo lwe-artificial intelligence (AI), wenze ulwazi lwakho lokufunda lusebenze futhi luhehe.
Ukuze uqinisekise ukuthi awufundi nje amathiyori kodwa futhi uthuthukisa ikhono lokusebenzisa izixazululo ze-AI, isifundo sigxile ekugcizeleleni okunamandla ekusebenzeni okungokoqobo.
Yonke iphrojekthi osebenza kuyo iyisinyathelo esiseduze nokuba uchwepheshe ezindleleni nobuchwepheshe obubalulekile emkhakheni we-AI.
Ungumhlanganyeli okhuthele obhekana nezinselele futhi uveze isimangaliso esingakhiqiza ubuhlakani bokwenziwa, hhayi nje umfundi ongenzi lutho.
Ngokunikeza inkundla lapho ubuhlakani bakho namakhono okuxazulula izinkinga ecwengwa ngamaphrojekthi angokoqobo, isifundo se-“Modern Artificial Intelligence Masterclass: Build 6 Projects” sidlulela ngalé kwamasu okufunda avamile.
Amandla akho okuthuthukisa, ukwakha, kanye nokwenza ngcono izinhlelo zokusebenza ze-AI azokhula kakhulu njengoba uqhubeka nesifundo.
14. I-Artificial Intelligence Nokufunda Ngomshini, Ukufunda Okujulile
Isifundo esithi “Artificial Intelligence With Machine Learning, Deep Learning” sisebenza njengesiqondiso kuwe phakathi nophenyo lwakho.
Inikeza ukuhlanganiswa okucebile kwethiyori nolwazi njengoba ihlola ama-algorithms ayisisekelo nezindlela ezishayela ubuhlakani bokwenziwa besimanje (AI).
Lesi sifundo sihlanganisa Ukufunda Ngomshini (ML) kanye Nokufunda Okujulile (DL) ukuze sikunikeze amathuluzi owadingayo ukuze uzulazule ezindaweni zedatha eziyinkimbinkimbi. Ukuqonda okujulile kwe-AI, ML, ne-DL kukhuthazwa indlela amamojula wezifundo ahlelwa ngayo.
Ngokususa izingqimba zama-algorithms, zikuholela ekucabangeni ngemuva kwazo. Ukuqinisekisa ukuqonda okuphelele, izinkulumo zetiyori, nemisebenzi eyenziwayo kuxhunyaniswa ndawonye.
Amandla akho okudala amasistimu ahlakaniphile angafunda kudatha azothuthuka ngenxa yokusebenza kumaphrojekthi omhlaba wangempela.
Ukukhangwa kokufunda komshini (ML) nokufunda okujulile (DL) yikhono labo lokuthola amaphethini kudatha—ikhono elibucayi leli sifundo esilithuthukisa ngokucophelela.
Ngokukuqondisa ku-maze yamanethiwekhi e-neural, inkambu engaqondakali yokufunda okujulile izongeneka kakhudlwana.
Ukwengeza, ngokucacisa imiqondo yokufunda okugadwayo, okungagadiwe, nokufunda okuqiniswayo, isifundo senza inkambu yokufunda komshini ingabonakali.
Uzothola ukuqonda okungokoqobo kokulungiswa kwedatha, ukuhlolwa kwemodeli, nezindlela zokuthuthukisa kulesi sifundo, okuqinisekisa ukuthi uyayiqonda imigomo.
Ukuqeqeshwa kuphinde kucacise inqubo yokwakha, ukucija, nokuthuthukisa amamodeli ukuze kukhiqizwe izibikezelo ezinembayo. Imisebenzi ikuphoqa ukuthi usebenzise okufundile, okuthuthukisa ubungcweti kanye nokuqonda.
15. Ukufunda Okujulile kwe-AZ 2023
Hlola umhlaba wemininingwane eshayelwa yidatha ngokubhalisa esifundweni se-"Deep Learning AZ 2023". Lesi sifundo sisebenza njengendlu yesibani, ekhombisa indlela yokuba nekhono ekufundeni okujulile, igatsha elibalulekile lobuhlakani bokwenziwa.
Kwenza indawo enzima yokufunda okujulile iqondakale ngokuhlukanisa amanethiwekhi e-neural ngezingxenye zawo eziklanywe ngokucophelela.
Uzofunda mayelana nokusebenza kwamanethiwekhi e-convolutional and recurrent neural networks njengoba uqhubeka nezifundo, okuzokunikeza ukuqonda okuqinile kokuthi amakhompyutha athola futhi acubungule kanjani idatha eyinkimbinkimbi.
Isifundo siphinde sihlanganise nokufunda okungagadiwe, sikwethulela isayensi nobuciko bokufundisa amakhompyutha ukuze uthole amaphethini kudatha engenamalebula.
Isisekelo sesifundo siyingxenye yaso esebenzayo, ehlinzeka ngezindlela zokusebenzisa ulwazi lwezemfundo ezimweni ezingokoqobo.
Uzosebenza kumaphrojekthi ayinselele ahlola ikhono lakho lokufaka isicelo amamodeli okufunda ajulile ukubhekana nezinkinga eziphuthumayo.
Le misebenzi iyindawo yokudlala yokucija amakhono akho kanye nokuqinisekisa ukuthi uyaziqonda izisekelo zokufunda okujulile, kunesivivinyo nje.
Ukuqonda indlela yokusebenzisa i-Keras ne-TensorFlow, amathuluzi amabili ayisisekelo okudala kanye nokucwenga amamodeli athembekile wokufunda okujulile, kungenye yezinto ezibalulekile ezithathwa yilesi sifundo.
Ukwengeza, uzohlola ukucubungula kolimi lwemvelo, okuzoholela emkhakheni othakazelisayo wokusebenzelana komshini nomuntu.
Ukuze kuqinisekiswe ukuqonda okuphelele kokufunda okujulile, isifundo siphinde sizulazule olwandle lokufunda okuqinisayo.
Isiphetho
Ekuqaleni, ukuhlunga ngobuningi bezifundo ze-AI ezifinyeleleka kwabaqalayo kungase kubonakale kuwumsebenzi omkhulu kakhulu. Kodwa uma usuqalile, indlela yokuqonda izisekelo zobuhlakani bokwenziwa ijabulisa ngokungangabazeki.
Lezi zifundo eziklanywe ngokucophelela zinikeza inhlanganisela yolwazi lwezemfundo nolwazi lomhlaba wangempela ukusiza abasaqalayo bazulazule endaweni eyinkimbinkimbi yobuhlakani bokwenziwa.
Indawo yokufunda ethokozisayo idalwe yizifundo ezisebenzisanayo namaphrojekthi asebenzayo okuyiwona ayisisekelo sezifundo eziningi zokwethula.
Kanye nokudlulisela ulwazi oludingekayo, baphinde bakhuthaze ilukuluku nomuzwa wokuphumelela kubafundi.
Usizo oluhlanganisa konke nezinto ezinikezwa kulezi zifundo zisebenza njengesiqalisi esiqinile, esiphusha abafuna ukungena ekusaseni eligcwele izinto ezintsha zobuchwepheshe.
shiya impendulo