Izi ndi zinthu zabwino kwambiri zomwe ndikupeza kuti ndiphunzire pa Kuphunzira Makina, Kuphunzira Kwambiri ndi mitu ina ya Artificial Intelligence.
Pali maphunziro aulere komanso olipira komanso osiyanasiyana. Inde, ngakhale pali ena m'Chisipanishi, ambiri ali mchingerezi.
Maphunziro aulere
Pongoyambira
Ndimagawa m'magawo achidule (kuyambira 1 mpaka maola 20) Izi ndizoyamba kulumikizana ndi mutuwo.
- Chiyambi cha Kuphunzira Makina ndi Kaggle Short, okha 3 maola
- Njira Yophunzirira Makina Yopanga ndi Google yokhala ndi TensorFlow APIs (maola 15)
- Chiyambi cha Kuphunzira Kwambiri ndi Kaggle Maola 4 kuti muphunzire DL ndi TensorFlow. Phunzirani malingaliro akulu a Machine Learning ndikupanga mitundu yanu yoyamba.
- Masomphenya a Stanford Classes IA mndandanda wa YouTube wamakalasi a Stanford kuti aphunzire masomphenya apakompyuta ndi AI (maola 20)
- Kuyamba kwa Kuphunzira Mwakuya ndi MIT. Ndi za ophunzira okha kapena ophunzira akale koma titha kuwona makanema am'makalasiwo.
- Zinthu za AI. Kuyambitsa kwaulere kwa Artificial Intelligence kwa NON-akatswiri ndi University of Helsinki.
Malizitsani maphunziro, kuyambira poyambira mpaka kupita patsogolo
- Kuphunzira Makina ndi Andrew ng Mwinanso njira yakale kwambiri komanso yodziwika bwino ya ML. Ndidapitako chaka chatha. Ndizolingalira chabe. Mumaphunzira zoyambira momwe makina amaphunzirira amagwirira ntchito koma ndikuganiza kuti imafunikira katundu wambiri. Kumanzere ulalo wowunikiranso kuti ndidachita maphunziro awa kuti mufune kudziwa.
- Inde mwachangu AI by Nyimbo Zachimalawi
- Kuphunzira Kwa Makina Wapakatikati Kuphunzitsidwa ndi Kaggle ndiko kupitiriza kwa maphunziro oyamba omwe tawona kale. Mupeza mitundu yolondola komanso yothandiza.
- Kuphunzira Mwakuya ndi Google (Miyezi 3) (Wapakati mpaka pamlingo wapamwamba) Yopangidwa ndi Audacity ndi Vincent Vanhoucke, Principal Scientist ku Google, ndi luso lotsogola mu gulu la Google Brain.
Maphunziro olipidwa
Ndithudi Njira yabwino yophunzirira Kuphunzira Kwambiri ndi Machine Learning.
- Kuphunzira Mwakuya by Phunzirani Kwambiri AI - Ndi gulu la maphunziro aukadaulo wa kuphunzira mwakuya. Master Deep Learning, ndi kufotokoza kwa Artificial Intelligence. Maphunziro omwe adatsogolera Andrew Ng kuti aphunzire DL. Ndi maphunziro olipidwa, amakhala ndi maphunziro ang'onoang'ono asanu ndipo mumalipira $ 5 pamwezi mpaka mumalize (akuti pafupifupi miyezi 40 - pafupifupi maola 3 pa sabata koma mutha kuzichita mwakufuna kwanu. ndi:
- Neural Networks ndi Kuphunzira Kwambiri
- Kupititsa patsogolo Ma Neural Networks: Hyperparameter tuning, Regularization and Optimization
- Kupanga Ntchito Zophunzirira Makina
- Ma Network a Nevolutional Neural Network
- Mndandanda wa Zitsanzo
Zida zina
- Mpikisano wa Kaggle Ndi imodzi mwanjira zabwino kwambiri zogwiritsira ntchito zonse zomwe mukuphunzira motero phunzirani zambiri komanso zenizeni. Awa ndimipikisano yeniyeni yomwe amatibweretsera mavuto ndikutipatsa ma dataset.
Mabuku
Ndipo kuti mumalize zidziwitso ndi zinthu zosangalatsa za Artificial Intelligence bukuli
Python ya Data Science
Limodzi mwa maluso akulu omwe amafunikira kuti aphunzire, kapena kuti athe kugwira ntchito ndikugwiritsa ntchito ML, DL ndi AI ndikudziwa Python. Titha kugwiritsanso ntchito R kapena zilankhulo zina zamapulogalamu koma Python ndiyomwe imagwiritsidwa ntchito kwambiri ndipo ndikupangira kuti ndiyigwiritse ntchito chifukwa ingatumikire madera ena ambiri.
Ku Kaggle mutha kupeza kachitidwe kakang'ono kokhala ndizofunikira kwa oyamba kumene omwe sanakhudze nsato.
Ndipitiliza kusinthitsa mndandanda ndizinthu zambiri zabwino zomwe ndimapeza. Ngati mukudziwa zilizonse zomwe sizinalembedwe mutha kusiya ndemanga.