M'ndandanda wazopezekamo[Bisani][Show]
- 1. Zinthu za AI
- 2. Python for Data Science, AI & Development
- 3. AI kwa aliyense
- 4. AI for Good
- 5. Maziko a AI kwa Aliyense Mwapadera
- 6. Artificial Intelligence AZ 2023
- 7. Mau oyamba a Artificial Intelligence (AI)
- 8. Machine Learning Specialization
- 9. Kuphunzira Mwakuya Specialization
- 10. Masamu a Machine Learning ndi Data Science
- 11. IBM Inagwiritsa Ntchito AI Professional Certificate
- 12. Mau oyamba a Computer Vision ndi Image Processing
- 13. Modern Artificial Intelligence Masterclass: Pangani 6 Projects
- 14. Artificial Intelligence ndi Machine Learning, Kuphunzira Mwakuya
- 15. Kuphunzira Mozama AZ 2023
- Kutsiliza
M'dziko lolumikizana kwambiri komanso loyendetsedwa ndi data, kubwera kwa AI ndichikumbutso chanzeru zaumunthu.
Chofunikira cha AI, chokhazikika pakutsanzira kwanzeru kwamunthu pamakina, chimapeza kufunikira pakugwiritsa ntchito mosiyanasiyana, ndikupangitsa kupita patsogolo kosokoneza m'mafakitale onse.
Zotsatira zake ndizambiri komanso zofika patali, kuyambira chisamaliro chaumoyo, komwe kuwunikira koyendetsedwa ndi AI kumapereka matenda oyambilira, maphunziro, ndalama, ndi kupitirira apo.
Kupititsa patsogolo ntchito pafupipafupi pakusanthula deta, komanso kuthekera kowongoleredwa zokumana nazo za ogwiritsa ntchito ndi ochepa chabe mwa madera omwe AI amawala kwambiri.
Zomwe zikuchitika mdera la AI zimafunikira kudzipereka pakuphunzirira mosalekeza. Pamene malire a zomwe zingatheke akupitirirabe, kukhalabe panopa pakupanga njira ndi teknoloji sikungolimbikitsidwa, komanso kumafunikanso.
Awa ndi malo omwe zomwe zapezedwa dzulo posakhalitsa zimakhala zovomerezeka masiku ano, zomwe zikuwonetsa mayendedwe ofulumira aukadaulo pantchito. Kufunafuna kosatha kofunikira m'dera lomwe lili ndi kuwongolera kosalekeza kumagogomezera kufunikira kwa kuphunzira kosalekeza.
Kuphatikiza apo, ndi kufunikira kokulirapo kwa chidziwitso cha AI, pali chidwi chofuna akatswiri ofunitsitsa kukumba pachimake cha sayansi yosangalatsayi.
Chiyembekezo chofotokozera zovuta za makina kuphunzira, kuphunzira mozama, ndi ma neural network amakopa.
Komabe, njira yophunzirira AI nthawi zambiri imawoneka ngati yovuta, makamaka ndi omwe ali pachiwopsezo. Apa ndipamene kufunikira kwa maphunziro okonzedwa bwino kumawonekera.
Pamene tikulowa mu gawo la maphunziro a AI, maphunziro ochuluka achuluka kuti akwaniritse kuchuluka kwa ophunzira omwe ali ndi chidwi.
Maphunzirowa, omwe amapangidwa mosiyanasiyana pophunzira komanso chidziwitso cham'mbuyomu, amayesa kuwongolera njira yophunzirira, ndikupangitsa kuti mawu oyamba mu AI asakhale owopsa.
Maphunziro osankhidwa pamanja a AI kwa oyamba kumene amakhala ngati mwala wolowera kumalo ochititsa chidwiwa. Maphunzirowa, omwe cholinga chake ndi kupereka maziko olimba, amaphimba malingaliro osiyanasiyana a AI kuti apereke chidziwitso chokwanira.
Amamveketsa mfundo zazikuluzikulu, amapereka chidziwitso, ndikuwonetsa momwe AI akugwiritsa ntchito padziko lonse lapansi.
Kuyamba njira yophunzirira mwadongosolo kuli ngati kutsegula chitseko cha tsogolo lodzaza ndi mwayi. Njira yophunzirira AI imatha kukhala yosangalatsa komanso yopindulitsa ndi kuphunzitsa koyenera.
Mndandanda wotsatirawu wosankhidwa wa maphunziro a AI wapangidwa kuti upereke maziko olimba, kuyatsa chidwi ndi kukhazikitsa maziko a ulendo wokondweretsa mu gawo losangalatsa la AI.
1. Zinthu za AI
MinnaLearn ndi University of Helsinki apanga zosintha zamaphunziro aulere pa intaneti otchedwa The Elements of AI.
Cholinga chake ndikuchepetsa AI ndikupangitsa anthu osiyanasiyana, mosasamala kanthu za komwe amachokera, kuti amvetsetse. Pali magawo awiri oyambira pamaphunzirowa.
Gawo loyamba, "Introduction to AI," ndi gawo losavuta lomwe silifuna kudziwa zamapulogalamu kapena masamu apamwamba. Ndi yabwino kwa aliyense amene akufuna kuphunzira zambiri za AI, kuthekera kwake, komanso momwe imakhudzira moyo wathu watsiku ndi tsiku.
Gawoli limapereka maziko olimba kuti amvetsetse zoyambira za AI. "Kumanga AI," gawo lachiwiri, likufufuza ma algorithms mwatsatanetsatane zomwe zimapangitsa kuti zikhale zotheka kupanga njira za AI.
Kuti mutenge nawo mbali kwathunthu muphunziro laukadaulo ili, chidziwitso china chofunikira cha pulogalamu ya Python chikulangizidwa.
Ndiwabwino kwa anthu omwe akufuna kupita patsogolo pakugwiritsa ntchito chitukuko cha AI ndikupitilira zoyambira.
Ma Elements a AI amawonekera bwino pakudzipereka kwake pa demokalase ndi kupatsa mphamvu chidziwitso cha AI. Kuphunzira ins ndi kutuluka kwa AI sikofunikira monga kumvetsetsa momwe angagwiritsire ntchito m'mafakitale osiyanasiyana.
Maphunzirowa akutsindika kuti AI si ya mainjiniya okha, koma ndi aliyense amene ali ndi chidwi ndi tsogolo laukadaulo, ndipo amalimbikitsa kugwiritsa ntchito ukadaulo wosiyanasiyana.
2. Python ya Data Science, AI & Development
"Python for Data Sayansi, AI & Development”, opangidwa ndi IBM ndipo akupezeka pa Coursera, ndi maphunziro athunthu omwe cholinga chake ndikuwonetsa ophunzira ku dziko la Python programming.
Makamaka m'madera a sayansi ya data, luntha lochita kupanga, ndi chitukuko.
Ndi mtundu wa maphunziro oyambira oyambira awa, mutha kuphunzira kulembetsa ku Python m'maola angapo, ngakhale mulibe ukadaulo wamapulogalamu.
Mupeza kumvetsetsa koyambira kwa Python mumaphunzirowa onse, kukhudza zosinthika, mawonekedwe a data, mawu, ndi mitundu ya data.
Mudzakhala katswiri pa nthambi, malupu, ntchito, zinthu, ndi makalasi mu malingaliro a pulogalamu ya Python. Kugwiritsiridwa ntchito kwa malaibulale a Python, monga Pandas, Numpy, ndi Msuzi Wokongola, komwe kuli kofunikira pakusanthula deta komanso kuwongolera kumaphatikizidwanso m'maphunzirowa.
Njira zothandiza zamaphunzirowa ndi chimodzi mwazinthu zake zodziwika bwino. Pama labu othandiza ndi Jupyter Notebooks, mudzatha kugwiritsa ntchito zimene mwaphunzira kumene.
Popeza zimakuthandizani kuthana ndi deta yowona ndikuthana ndi zovuta zenizeni, chokumana nacho chothandizachi ndi chamtengo wapatali.
Mukamaliza maphunzirowa, mudzakhala ndi chidaliro chogwiritsa ntchito Python kupanga mapulogalamu osavuta, kulumikizana ndi deta, ndikusinthiratu ntchito za tsiku ndi tsiku.
Mafakitale osiyanasiyana, kuphatikiza mapulogalamu chitukuko, uinjiniya wa data, nzeru zopangira, DevOps, ndi sayansi ya data ndi analytics, zitha kupindula ndi luso lomwe mumapeza.
3. AI kwa aliyense
"AI kwa Aliyense," maphunziro operekedwa ndi deeplearning.ai, adapangidwira aliyense amene akufuna kuphunzira zakusintha kwanzeru zopanga popanda kukhudzidwa mwatsatanetsatane.
Maphunzirowa amakupititsani kuzinthu zokhudzana ndi chikhalidwe cha anthu komanso zamalonda zanzeru zopangira kwinaku akukudziwitsani bwino zomwe angakwanitse komanso zomwe sangathe.
Mosasamala kanthu zaukadaulo wamunthu, cholinga chake ndi kusokoneza mfundo za AI ndikupangitsa kuti zimveke bwino kwa omvera ambiri.
Pamaphunzirowa, muphunzira zambiri za momwe makina amagwirira ntchito komanso kuphunzira mozama, magawo awiri anzeru zopanga zomwe zakopa chidwi chambiri posachedwapa.
Kuphatikiza apo, muphunzira zochitika zenizeni zapadziko lonse lapansi zomwe zikuwonetsa kugwiritsidwa ntchito kothandiza kwa luntha lochita kupanga m'magawo osiyanasiyana.
Kuwonetsetsa kuti ophunzira ali okonzeka kupanga ziganizo zanzeru m'madera awo, maphunzirowa amakhudzanso nkhani zamakhalidwe ozungulira AI.
Kuyang'ana kwambiri pazamalonda za AI mu "AI kwa Aliyense" ndi chimodzi mwazinthu zake zodziwika bwino.
Ophunzira adziwa njira zopangira kampani yokhazikika pa data ndikuphunzira momwe angadutse bwino kusintha kwa AI m'makampani awo.
Ophunzira adzamaliza maphunzirowa ndi luso lofunikira kuti agwiritse ntchito njira zoyendetsedwa ndi AI muzochita zawo zaukatswiri, kuwonjezera pa kumvetsetsa koyambira pamunda.
4. AI for Good
Maphunziro a "AI for Good" ndi njira yachidule yochokera ku deeplearning.ai yomwe cholinga chake ndi kugwiritsa ntchito luntha lochita kupanga kuthana ndi zovuta zapadziko lonse lapansi.
Maphunzirowa amapereka mwayi wosowa kuti mukhale ndi luso lomwe limasakaniza makompyuta ndi luntha la anthu kuti lipindule padziko lapansi.
Lapangidwa kuti limvetsetsedwe mosavuta ndi akatswiri, ophunzira, ndi aliyense amene ali ndi chidwi chokweza anthu komanso chilengedwe.
Muphunzira maziko opangira ma projekiti a AI nthawi yonseyi.
Pamapulojekiti okhudzana ndi kuyang'anira zamoyo zosiyanasiyana, mphamvu yamphepo, kuwononga mpweya, ndi kuyang'anira masoka, mudzawunika deta ndikupanga mitundu ya AI.
Pofuna kukupatsirani chidziwitso cha ntchito za AI, maphunzirowa amawunikiranso zochitika zenizeni zapadziko lonse lapansi zokhudzana ndi thanzi la anthu, kusintha kwanyengo, komanso kasamalidwe ka masoka.
Mupeza momwe mungapangire mtundu wa AI kuti muwonjezere kulosera za kutulutsa mphamvu zamphepo, gwiritsani ntchito masomphenya a makompyuta njira zozindikirira ndikuyika nyama m'magulu kuti aziwunikira zamoyo zosiyanasiyana, ndikuwunika momwe mpweya ulili pogwiritsa ntchito maukonde a neural.
Maphunzirowa akukhudzanso kugwiritsa ntchito njira zosinthira zilankhulo zachilengedwe polemba mameseji pakagwa masoka ndikupanga mapaipi amtundu wazithunzi kuti awone zowonongeka pogwiritsa ntchito zithunzi za satellite.
AI for Good project framework, Jupyter Notebooks, masomphenya apakompyuta, kuyang'anira makina ophunzirira, kukonza zilankhulo zachilengedwe, kufufuza deta, ndi zina ndi zina mwa maluso omwe mudzapeza.
Mudzakhala ndi luso ndi chidziwitso chofunikira kuti mugwire ntchito pa AI yama projekiti Abwino ndikupanga zinthu zomwe zimagwiritsa ntchito AI pazachilengedwe komanso zothandiza anthu pomaliza maphunzirowo.
5. Maziko a AI kwa Aliyense Specialization
Maphunziro athunthu a "AI Maziko a Aliyense Specialization" omwe IBM ikupereka pa Coursera cholinga chake ndi kudziwitsa ophunzira gawo la Artificial Intelligence (AI). Katswiriyu safuna chidziwitso cha pulogalamu ndipo adapangidwira omwe alibe chidziwitso chochepa ndi AI.
Kwa ophunzira omwe ali ndi chidwi chophunzira za zotsatira za AI komanso kuthekera kwakusintha kwa anthu ndi mabizinesi, awa ndi malo abwino kuyamba.
Maphunziro atatu amapanga luso lapadera, lililonse limayang'ana mbali ina ya luntha lochita kupanga. M'maphunziro oyamba, "Introduction to Artificial Intelligence (AI)," ophunzira amapatsidwa chidziwitso chaukadaulo, ntchito zake, komanso momwe akusinthira anthu.
Mudziwa zamakhalidwe a AI, kuphunzira kwakukulu, ma neural network, kuphunzira pamakina, ndi mitu ina yofananira.
Kosi yachiwiri ikukhudza kugwiritsa ntchito ntchito za Watson AI, zotchedwa "Kuyamba ndi AI pogwiritsa ntchito IBM Watson."
Mupeza momwe mungachulukitsire ntchito pantchito ndikuwonjezera zokolola pogwiritsa ntchito mapulogalamu ngati Watson Studio. Mawonekedwe ndi ntchito za IBM Watson Services mkati mwa moyo wa AI zikufotokozedwanso m'maphunzirowa.
Kosi yomaliza, "Kumanga AI-Powered Chatbots Popanda Mapulogalamu," imayang'ana kwambiri pakupanga ma chatbots popanda kufunika kolemba ma code.
Ubwino wa ma chatbots, momwe mungagwiritsire ntchito Watson Assistant kuti mupange chatbot yosavuta kugwiritsa ntchito, komanso momwe mungaphatikizire ndi tsamba lawebusayiti zonse zidzafotokozedwa.
Mudzamaliza ntchito zingapo, zama code panthawi yaukadaulo. Chatbot yothandizira makasitomala yoyendetsedwa ndi Watson AI patsamba lawebusayiti ikhala itapangidwa, kuyesedwa, ndikukhazikitsidwa pomaliza.
6. Artificial Intelligence AZ 2023
Maphunziro opangidwa bwino "Artificial Intelligence AZ 2023" amatsegula mgodi wamtengo wapatali womwe umakulolani kukumba mozama mu dziko la Artificial Intelligence (AI).
Maphunzirowa amakuyendetsani pazofunikira kuyambira pachiyambi, ndikuwonetsetsa kuti maziko olimba akhazikitsidwa.
Zovuta za luntha lochita kupanga zimawululidwa pamene mukupita, ndikupereka chidziwitso champhamvu cha luso lamakono lamakono. Gawo lililonse la maphunzirowa limapitilira lomwe lisanachitike, ndi cholinga chothandizira kuphunzira kopitilira muyeso.
Izi zimapangitsa kuti kuphunzira kwanu kumveke bwino, komwe kumathandizira kutengera malingaliro ovuta a AI. Pano, nkhani zothandiza zomwe zili zosangalatsa komanso zanzeru zimagwiritsidwa ntchito kuti muwongolere kumvetsetsa kwanu.
Mudzapeza mwayi wogwira ntchito ndi deta yeniyeni, ndipo mudzakhala okondwa ndi vuto lochotsamo zidziwitso zamtengo wapatali.
Maphunzirowa ndi odziwika bwino chifukwa amatha kusokoneza malingaliro azongopeka pogwiritsa ntchito zenizeni zenizeni. M'malo mongokhala wokonda zidziwitso, mumalimbikitsidwa kukhala ndi malo ophunzirira bwino.
Pali zopinga zingapo m'maphunzirowa zomwe zingayese luso lanu loganiza mozama ndi kuthetsa mavuto.
Maphunzirowa amakupatsirani maluso ofunikira kuti mugwiritse ntchito bwino chidziwitsochi, kuwonjezera pa kukupatsani chidziwitso chofunikira.
7. Chiyambi cha Artificial Intelligence (AI)
Dzilowetseni m'gawo lochititsa chidwi la luntha lochita kupanga potenga maphunziro a Coursera a "Introduction to Artificial Intelligence (AI)".
Maphunzirowa amatsimikizira maziko olimba m'malingaliro apakati a AI ndikutsegula njira yomvetsetsa mozama za ntchitoyi.
Mukutsogozedwa kuyambira pachiyambi kudzera munjira yolimbikitsira yophunzirira yomwe imawulula mosamala mbali zambiri zanzeru zopanga.
Momwe zinthu zimapangidwira m'maphunzirowa zimatsimikizira kuti chidziwitso chimamangidwa pang'onopang'ono komanso kuti gawo lililonse limayenda mwachilengedwe kupita kwina.
Njira yomwe imaganiziridwa bwinoyi imathandizira kumvetsetsa kwakukulu kwa malingaliro a AI kuwonjezera pakupangitsa kuphunzira kukhala kosavuta.
Pulogalamuyi imakhala ndi maphunziro osiyanasiyana, kuphatikiza kuphunzira mozama, kuphunzira pamakina, ma neural network, ndi zina zambiri.
Mukuzama mu mtima wanzeru zopangapanga ndikufufuza zamakanika zomwe zimagwiritsa ntchito zida zanzeru - simukungoyang'ana pamwamba.
Maphunzirowa ali ndi zochitika zothandiza zomwe zimakupatsirani njira yophunzirira. Kulumikizana ndi zolemba zenizeni padziko lapansi ndikosangalatsa komanso kophunzitsa komwe kumaperekedwa kwa inu.
Mukukakamizika kulowa m'malo ophunzirira osangalatsa, osinthika ndi maphunzirowo, zomwe sizimakuchepetsani kukhala wophunzira wopanda pake.
Cholinga cha maphunzirowa ndikuyesa luso lanu loganiza mozama ndikuthetsa mavuto. Kugwiritsa ntchito chidziwitso pazochitika zenizeni, zenizeni ndikofunikira monga kungochilandira.
8. Makina Ophunzirira Mwaukadaulo
Yunivesite ya Stanford ndi DeepLearning.ai imapereka ukatswiri wophunzirira pamakina.
Pulogalamu yathunthu ya AI yoperekedwa ndi Coursera idapangidwa kuti ipatse ophunzira maziko olimba mu chiphunzitso cha AI komanso luso lophunzirira pamakina.
Otenga nawo mbali pazapaderazi azifufuza mitu yambiri yophunzirira makina. Poyambirira, adzagwiritsa ntchito zida zodziwika bwino za Python monga NumPy ndi scikit-phunzirani kupanga mitundu yophunzirira makina.
Njira zophunzirira zonse zoyang'aniridwa komanso zosayang'aniridwa zikufotokozedwa m'maphunzirowa.
Muphunzira kupanga ndi kuphunzitsa zitsanzo zamagulu a binary komanso zovuta zolosera, monga kusinthika kwapang'onopang'ono, pogwiritsa ntchito kuphunzira koyang'aniridwa. Kuphatikiza apo, mudzalandira maphunziro othandiza pa neural network pogwiritsa ntchito TensorFlow pamagulu ambiri.
Maphunzirowa akukhudza kusamvana komanso kuzindikira molakwika pamaphunziro osayang'aniridwa, kupatsa ophunzira zida zomwe amafunikira kuti agwiritse ntchito ndi data yomwe ilibe mayankho olembedwa.
Kukhazikikaku kumaphatikizaponso njira zophatikizira mitengo, monga mitengo yokulirapo, nkhalango zosasinthika, ndi mitengo yosankha.
Kugogomezera kwa maphunzirowa pakupanga kachitidwe kovomerezeka pogwiritsa ntchito njira zophunzirira mozama komanso njira zosefera zogwirira ntchito ndi chimodzi mwazinthu zake zapadera.
Kuphatikiza apo, zakuya kupititsa patsogolo maphunziro zitsanzo akudziwitsidwa kwa inu. Cholinga chapaderachi ndi njira zabwino zopangira makina ophunzirira, zomwe zimatsimikizira kuti zitsanzo zopangidwa ndi ophunzira ndizogwirizana ndi ntchito zenizeni komanso deta.
Mudzamaliza maphunzirowa ndikumvetsetsa bwino malingaliro ofunikira ophunzirira makina komanso maluso ofunikira kuti mugwiritse ntchito njirazi kuthana ndi zovuta zenizeni padziko lapansi.
9. Kuphunzira Mwakuya
DeepLearning.AI's Deep Learning Specialization ndi maphunziro oyambira omwe amathandizira ophunzira kuphunzira mozama komanso luntha lochita kupanga.
Mkhalidwe wowongoka, waufupi, komanso wodziyendetsa wekha wa maphunzirowa pa intaneti, ophunzitsidwa ndi mpainiya wophunzirira makina Andrew Ng, amapangitsa kuti anthu angoyamba kumene ulendo wawo wa AI.
Kuyambira ndi lingaliro lofunikira la ma neural network, muphunzira maphunziro ozama osiyanasiyana muzapadera izi.
Mudziwa zofunikira za kamangidwe ka neural network komanso momwe mungamangire, kuphunzitsa, ndi kugwiritsa ntchito maukonde ozama a neural.
Maphunzirowa amawunikiranso chitukuko chachikulu chaukadaulo chomwe chimathandizira kugwiritsa ntchito kuphunzira mozama. Mukapita patsogolo, muphunzira njira zothandiza zoyambira mapulojekiti anu a AI ndikupanga mbiri yomwe ikugwirizana ndi bizinesiyo.
TensorFlow, thiransifoma, convolutional neural network, maukonde obwerezabwereza a neural, ma neural network opangira, ndi mapulogalamu a Python onse aphatikizidwa ndi izi.
Kukumbukira kwakanthawi kochepa (LSTM), zitsanzo zachidwi, kukonza zilankhulo zachilengedwe, kuzindikira kwa chinthu ndi magawo, machitidwe ozindikira nkhope, kukhathamiritsa, kukonza ma hyperparameter, kuphunzira pamakina, kuphunzira kusamutsa, kubweza, ndi machitidwe ozindikira nkhope ndi ena mwa mitu ina yomwe mungaphunzire.
Makalasi asanu omwe aliyense amayang'ana mbali yosiyana ya kuphunzira mozama amapanga dongosolo la pulogalamuyi.
Neural network ndi kuphunzira mozama, kukhathamiritsa kwakuya kwa neural network, pulojekiti yophunzirira makina organisation, convolutional neural networks, ndi zitsanzo zamatsatidwe ndi zitsanzo zochepa.
Maphunziro aliwonse amayenera kumangidwa pa yomwe isanakhalepo, kutsimikizira kumvetsetsa bwino kwa kuphunzira mwakuya.
10. Masamu a Machine Learning ndi Data Science
Katswiri wa “Mathematics for Machine Learning ndi Data Science” wa DeepLearning.AI ndi pulogalamu yabwino yoyambira kumene yomwe imapatsa ophunzira bokosi lazida zoyambira masamu lomwe limafunikira pophunzira pamakina.
Maphunzirowa ndi abwino kwa aliyense amene akufuna kupititsa patsogolo masamu awo pantchito yophunzirira makina ndi sayansi ya data, chifukwa zimangofunika masamu akusekondale ngati chofunikira.
Maphunzirowa akuphunzitsani mitu yofunikira yamasamu monga mawerengedwe, linear algebra, ziwerengero, ndi kuthekera. Maluso ofunikira awa amafunikira kuti mumvetsetse bwino ndikugwiritsa ntchito makina kuphunzira algorithms.
Maphunzirowa ali ndi magawo atatu: Linear Algebra for Machine Learning ndi Data Science, Calculus for Machine Learning ndi Data Science, ndi Mwina ndi Ziwerengero za Machine Learning ndi Data Science.
Muyamba pophunzira za ma vectors, matrices, masinthidwe amzere, ndi ma eigenvalues, zonse zomwe ndizofunikira pakumvetsetsa mitundu yophunzirira makina.
Maphunzirowa amakumba mu calculus, kukuphunzitsani za zotumphukira, ma gradients, ndi njira zokhathamiritsa monga kutsika kwa gradient, zonse zomwe zimafunikira pakuphunzitsa ma neural network.
Mu gawo lothekera ndi ziwerengero, muphunzira zamitundu yosiyanasiyana, theorem ya Bayes, magawidwe a Gaussian, ndi kuyesa kwamalingaliro, komanso zida zowerengera zowerengera.
Pamapeto pa maphunzirowa, mudzakhala ndi chidziwitso chokwanira cha masamu omwe amathandizira machitidwe a algorithmic ndi momwe mungasinthire kuti mugwiritse ntchito.
Olemba ntchito amayamikira maluso awa, ndipo adzakuthandizani kugonjetsa mafunso oyankhulana ndi makina ndikupeza ntchito yabwino.
11. IBM Inagwiritsa Ntchito AI Professional Certificate
IBM Applied AI Professional Certificate, yomwe imapezeka pa Coursera, ndi maphunziro athunthu opangidwa kuti akuyambitseni pankhani ya luntha lochita kupanga.
Maphunzirowa, motsogozedwa ndi akatswiri a IBM, ndi abwino kwa oyamba kumene ndipo safuna kuyika mapulogalamu kapena chidziwitso chanzeru.
Ndi nthawi yokwanira yomaliza ya miyezi itatu pa maola khumi pa sabata, ndi yosinthika mokwanira kuti ikuloleni kuti muphunzire pa liwiro lanu.
Mudziwa bwino za Artificial Intelligence (AI), ntchito zake, ndi momwe mungagwiritsire ntchito maphunzirowa.
Kuti muyambe, dziwani tanthauzo la luntha lochita kupanga ndikutanthauzira mfundo monga kuphunzira mozama, kuphunzira pamakina, ndi ma neural network.
Kuphunzira kupanga ma chatbots a AI ndi othandizira pamasamba opanda chidziwitso cha pulogalamu ndi chimodzi mwazinthu zamaphunzirowa.
Maphunzirowa amakhudza luntha lochita kupanga, kuphunzira pamakina, mapulogalamu a Python, Watson AI, ma chatbots, kuphunzira mozama, ndi malo opangira mapulogalamu (APIs).
Mulowanso mu sayansi ya data, ndikufufuza matekinoloje ngati IBM Watson AI services, OpenCV, ndi APIs kuti mupange mayankho oyendetsedwa ndi AI kudzera pamakhodi.
Katswiriyu amapangidwa ndi maphunziro asanu ndi limodzi, omwe amayang'ana pamutu wosiyana wa AI yogwiritsidwa ntchito. Chiyambi cha AI, kupanga ma chatbots oyendetsedwa ndi AI,
Python ya sayansi ya data, kupanga mapulogalamu a AI ndi Python ndi Flask, ndi kupanga mapulogalamu a AI pogwiritsa ntchito Watson APIs ndi ena mwa mitu yomwe yafotokozedwa.
Maphunziro aliwonse amapangidwa kuti amange pa yomwe ili patsogolo pake, ndikumvetsetsa bwino za AI yogwiritsidwa ntchito.
12. Mau oyamba a Computer Vision ndi Image Processing
Woperekedwa ndi IBM pa Coursera, maphunzirowa "Introduction to Computer Vision and Image Processing" ndi maphunziro oyambira omwe cholinga chake ndi kudziwitsa ophunzira za gawo lochititsa chidwi la masomphenya apakompyuta.
Masomphenya a makompyuta ali ndi ntchito m'mafakitale osiyanasiyana, kuphatikizapo robotics, augmented reality, ndi magalimoto odziyendetsa okha.
Ngakhale kuzolowerana ndi mapulogalamu a Python ndi masamu akusekondale ndikofunikira, ukadaulo wapaukadaulo wophunzirira makina kapena masomphenya apakompyuta sufunikira pamaphunzirowa.
Muphunzira kufotokoza momwe masomphenya apakompyuta amagwiritsidwira ntchito m'magawo ambiri komanso momwe mungathetsere nkhani za masomphenya apakompyuta pogwiritsa ntchito njira zopangira zithunzi ndi kusanthula m'maphunzirowa.
Kuti muchite ntchito zofunika zokonza zithunzi monga chizindikiritso cha chinthu ndi gulu la zithunzi, mudzagwiritsa ntchito Python, Pillow, ndi OpenCV.
Kupanga gulu lazithunzi ndi njira zophunzirira zoyang'aniridwa ndi mutu wina womwe ukufotokozedwa m'maphunzirowa. Ma module asanu ndi limodzi amapanga dongosolo la maphunzirowa, ndipo iliyonse imayang'ana gawo losiyana la kukonza zithunzi ndi masomphenya apakompyuta.
Izi zikuphatikizapo mitu monga kufotokozera mwachidule za masomphenya apakompyuta, kuzindikira zinthu, kugawa zithunzi za makina, kukonza zithunzi pogwiritsa ntchito OpenCV ndi Pillow, neural network, ndi kuphunzira mozama, ndi nkhani ya polojekiti pamagulu a zizindikiro zamagalimoto.
Maphunzirowa akugogomezera kuphunzira kogwiritsiridwa ntchito kuposa kumvetsetsa kwamalingaliro chabe. Pogwira ntchito zothandiza, mupanga mbiri ya zomwe mwakwaniritsa zomwe zikuwonetsa luso lanu pakukonza zithunzi ndi masomphenya apakompyuta.
Jupyter Labs ndi Computer Vision Learning Studio (CV Studio), chida chaulere chophunzirira masomphenya apakompyuta, chidzaphatikizidwa m'ma lab.
Mutha kukweza, kuphunzitsa, ndikuyesa mtundu wanu wapadera wazithunzi ndi mitundu yodziwika ndi CV Studio.
13. Modern Artificial Intelligence Masterclass: Pangani 6 Projects
Maphunziro a "Modern Artificial Intelligence Masterclass: Build 6 Projects" pa Udemy adzakutengerani paulendo wosangalatsa wopita kumtima wa luntha lochita kupanga.
Maphunziro okonzedwa bwinowa amagwiritsa ntchito malo ophunzirira opangidwa ndi projekiti kuti apereke chidziwitso chamaphunziro ndi luso lothandiza.
Mupeza kuti projekiti iliyonse m'malo ophunzirirawa idapangidwa kuti iwonetse mbali ina yaluntha lochita kupanga, ndikumvetsetsa bwino za ntchitoyi.
Kuyambira kuphunzira pamakina mpaka kuphunzira mozama mpaka gawo losangalatsa la ma neural network, pulogalamuyi ili ndi maphunziro osangalatsa.
Mothandizidwa ndi mapulojekiti asanu ndi limodzi, mudzayang'ana mbali yothandiza ya Artificial Intelligence (AI), ndikupangitsa kuti maphunziro anu azikhala amphamvu komanso osangalatsa.
Pofuna kuwonetsetsa kuti simukungophunzira zongopeka komanso kukulitsa luso logwiritsa ntchito mayankho a AI, maphunzirowa amayang'ana kwambiri pakuchita bwino.
Pulojekiti iliyonse yomwe mumagwira ntchito ndi gawo loyandikira kukhala katswiri panjira ndi matekinoloje omwe ali ofunikira mu gawo la AI.
Ndinu otenga nawo mbali omwe amakumana ndi zovuta ndikuwulula zodabwitsa zomwe luntha lochita kupanga lingapange, osati wophunzira chabe.
Popereka nsanja pomwe luso lanu lotha kuthana ndi mavuto limawongoleredwa pogwiritsa ntchito ntchito zothandiza, maphunziro a "Modern Artificial Intelligence Masterclass: Build 6 Projects" amapitilira njira zophunzirira wamba.
Kukhoza kwanu kupanga, kupanga, ndi kukonza mapulogalamu a AI kudzachulukirachulukira mukamapitilira maphunzirowa.
14. Artificial Intelligence yokhala ndi Kuphunzira kwa Makina, Kuphunzira Mwakuya
Maphunziro a "Artificial Intelligence with Machine Learning, Deep Learning" amakhala ngati chitsogozo kwa inu pofufuza.
Imakhala ndi kaphatikizidwe kochulukira kwamalingaliro ndi chidziwitso pomwe imayang'ana ma aligorivimu ofunikira ndi njira zomwe zimayendetsa nzeru zamakono zamakono (AI).
Maphunzirowa amaphatikiza Machine Learning (ML) ndi Deep Learning (DL) kuti akupatseni zida zomwe mukufunikira kuti muzitha kuyang'ana malo ovuta kwambiri a data. Kumvetsetsa mozama kwa AI, ML, ndi DL kumalimbikitsidwa ndi momwe ma module a maphunziro amapangidwira.
Pochotsa zigawo za ma aligorivimu, amakutsogolerani pamalingaliro omwe ali kumbuyo kwawo. Kuti mutsimikizire kumvetsetsa bwino, maphunziro amalingaliro, ndi zochitika zenizeni zimalumikizidwa pamodzi.
Kukhoza kwanu kupanga machitidwe anzeru omwe angaphunzire kuchokera ku deta adzakhala bwino chifukwa chogwira ntchito pazochitika zenizeni.
Kukopa kwa kuphunzira pamakina (ML) ndi kuphunzira mozama (DL) ndiko kuthekera kwawo kupeza machitidwe mu data-luso lovuta lomwe maphunzirowa amakulitsa mosamala.
Pokuwongolerani panjira ya neural network, gawo lodabwitsa la kuphunzira mozama likhala lofikirika.
Kuonjezera apo, pofotokoza mfundo za maphunziro oyang'aniridwa, osayang'aniridwa, ndi kulimbikitsa, maphunzirowa amasokoneza gawo la kuphunzira makina.
Mumvetsetsa bwino za kukonzekera kwa data, kuwunika kwachitsanzo, ndi njira zokwaniritsira kuchokera kumaphunzirowa, ndikutsimikizira kuti mukumvetsetsa mfundozo.
Maphunzirowa akuwunikiranso njira yomanga, kuwongolera, ndikuwongolera zitsanzo kuti athe kupanga zolosera zenizeni. Zochita zimakulimbikitsani kugwiritsa ntchito zomwe mwaphunzira, zomwe zimalimbikitsa kuchita bwino komanso kumvetsetsa.
15. Kuphunzira Mwakuya AZ 2023
Onani dziko lachidziwitso choyendetsedwa ndi data polembetsa maphunziro a "Deep Learning AZ 2023". Maphunzirowa amagwira ntchito ngati nyali yowunikira, kuwonetsa njira yophunzirira mwanzeru, nthambi yofunikira yanzeru zopangira.
Zimapangitsa kuti malo ovuta akuphunzira mwakuya amvetsetse pogawa ma neural network ndi zida zake zopangidwa mwaluso.
Muphunzira za momwe ma neural network amasinthira komanso obwerezabwereza mukamapita m'maphunzirowa, zomwe zingakupatseni chidziwitso chokwanira cha momwe makompyuta amalandirira ndikusintha deta yovuta.
Maphunzirowa amakhudzanso maphunziro osayang'aniridwa, ndikukudziwitsani za sayansi ndi luso la kuphunzitsa makompyuta kuti mupeze mawonekedwe mu data yopanda zilembo.
Maziko a maphunzirowa ndi gawo lake lothandizira, lomwe limapereka njira zogwiritsira ntchito chidziwitso cha maphunziro kuti chigwiritsidwe ntchito pazochitika zenizeni.
Mudzagwira ntchito zovuta zomwe zimayesa luso lanu lolemba zitsanzo zakuya zophunzirira kuthana ndi mavuto achangu.
Ntchitozi ndi malo osewerera luso lanu ndikuwonetsetsa kuti mumamvetsetsa zoyambira za kuphunzira mozama, osati mayeso chabe.
Kumvetsetsa momwe mungagwiritsire ntchito Keras ndi TensorFlow, zida ziwiri zofunika popanga ndikuyeretsa zitsanzo zodalirika zophunzirira mozama, ndichimodzi mwazinthu zomwe zimatengera maphunzirowa.
Kuphatikiza apo, mudzafufuza kachitidwe ka zilankhulo zachilengedwe, zomwe zimabweretsa gawo losangalatsa la kulumikizana kwa makina ndi anthu.
Pofuna kutsimikizira kumvetsetsa bwino kwa maphunziro ozama, maphunzirowa amayendetsanso panyanja ya maphunziro olimbikitsa.
Kutsiliza
Poyamba, kusanthula kuchuluka kwa maphunziro a AI omwe amapezeka kwa oyambira kungawoneke ngati ntchito yayikulu. Koma mukangoyamba, njira yomvetsetsa zoyambira zanzeru zopangapanga imakhala yosangalatsa mosakayika.
Maphunziro opangidwa mwaluso awa amapereka chidziwitso chamaphunziro ndi zochitika zenizeni padziko lapansi kuti athandize oyamba kumene kudziwa zovuta zanzeru zopangira.
Malo ophunzirira osangalatsa amapangidwa ndi maphunziro ochezera komanso mapulojekiti othandiza omwe ndi maziko a maphunziro ambiri oyambira.
Pamodzi ndi kupereka chidziwitso chofunikira, amalimbikitsanso chidwi ndi chidwi mwa ophunzira.
Thandizo lophatikizana ndi zinthu zonse zomwe zimaperekedwa m'maphunzirowa zimakhala ngati zoyambira zolimba, zomwe zimakankhira ofuna kulowa m'tsogolo lodzaza ndiukadaulo.
Siyani Mumakonda