Gabatarwa zuwa Ilimi Mai zurfi by Mazaje Ne Na ɗalibai ne kawai ko tsoffin ɗalibai amma muna iya ganin bidiyo na azuzuwan.
Abubuwan AI. Gabatarwa kyauta ga ilimin Artificial don masana NON ta Jami'ar Helsinki.
Kammala kwasa-kwasan, daga mai farawa zuwa na gaba
Koyon Injin ta Andrew ng Wataƙila mafi tsufa kuma sanannen kwas ɗin ML. Na halarci taron a bara. Tabbatacce ne sosai. Kuna koyon tushen yadda karatun inji yake aiki amma ina tsammanin yana buƙatar ƙarin aiki mai amfani. Hagu hanyar haɗi zuwa bita cewa nayi wannan kwas din in har kana son ka sani.
Karatun Injin Tsakani wanda Kaggle ya koyar shine ci gaba da tsarin karatun da muka gani a baya. Za ku sami samfuran da suka dace kuma masu amfani.
Ilimi Mai zurfi ta Google (Watanni 3) (Matsakaici zuwa matakin ci gaba) Wanda Kamfanin Audacity ya haɓaka tare da Vincent Vanhoucke, Babban Masanin Kimiyyar a Google, da kuma jagorancin fasaha a cikin ƙungiyar Google Brain.
Darussan da aka biya
Tabbas hanya mafi kyau don koyon zurfin Koyo da kuma Na'urar Na'ura.
Ilimin Kwarewa Mai zurfi by Deep Koyi AI - Kungiya ce ta kwasa-kwasan kwararru a Kwarewar Ilimi Mai zurfi. Jagora Mai zurfin Ilmantarwa, da gabatarwa ga Ilimin Artificial. Darussan na musamman wanda Andrew Ng ya jagoranta don koyon DL. Hanya ce da aka biya, ta kunshi kananan kwasa-kwasai 5 kuma zaka biya $ 40 a wata har sai ka gama shi (an kiyasta kimanin watanni 3 - kimanin awanni 11 a mako amma zaka iya yin shi da karfinka. Darussan biyar sune:
Hanyoyin Sadarwar Neural da Ilimi Mai zurfi
Inganta hanyoyin sadarwa masu zurfin ciki: Gyara Hyperparameter, Regularization and Optimization
Tsara Ayyuka na Koyon Injin
Hanyoyin sadarwa na zamani
Tsarin Model
Sauran albarkatu
Gasar Kaggle Yana da ɗayan mafi kyawun hanyoyi don amfani da duk abin da kuke koyo a aikace kuma saboda haka ƙara koyo da gaske. Waɗannan gasa ce ta gaske inda suke kawo mana matsaloli kuma suna bamu bayanan.
Littattafai
Kuma don kammala bayanai da albarkatu masu ban sha'awa game da Artificial Intelligence wannan littafin
Ofayan manyan ƙwarewar da ake buƙata don koyo, ko kuma don iya yin aiki da amfani da ML, DL da AI shine sanin Python. Hakanan zamu iya amfani da R ko wasu yarukan shirye-shirye amma Python shine akafi amfani dashi kuma ina bada shawarar amfani dashi tunda zaiyi amfani da wasu yankuna da yawa.
A cikin Kaggle zaku iya samun ƙaramin kwas tare da ainihin abun ciki don masu farawa waɗanda basu taɓa taɓa taɓa yin tsere ba.
