Darussan don koyon Injin Injin, Ilimi mai zurfi da kuma ilimin ɗan adam

kwasa-kwasan kan ilmin na'ura, zurfin koyo. Muhimmancin bayanai

Waɗannan sune mafi kyawun albarkatun da nake nema don koyo game da Kayan Na'ura, Ilimi mai zurfi da sauran batutuwa na ilimin Artificial.

Akwai kwasa-kwasan kyauta da na biya kuma na matakai daban-daban. Tabbas, kodayake akwai wasu a cikin Mutanen Espanya, yawancin suna cikin Turanci.

Darussan kyauta

Don masu farawa

Na raba shi zuwa gajerun kwasa-kwasan (daga awa 1 zuwa 20) Waɗannan don farkon haɗuwa da batun.

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.
  • Course mai sauri AI ta azumi.ai
  • 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

Biyan kuɗi zuwa jerin aikawasiku

Python don Kimiyyar Kimiyya

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.

Zan ci gaba da sabunta lissafin tare da kyawawan abubuwan da na samo. Idan kun san wani wanda ba'a lissafa ba kuna iya barin tsokaci.

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