Laburaren AI kyauta

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84 jagororin turanci a sarari, tsayayyen hanyoyin koyo, da buɗe ɗakin karatu - wanda 501(c)(3) mai zaman kanta ta gina ta yadda kowa zai iya fahimtar AI na zamani.

84Jagoran kyauta
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Biyar darussa na tushen sakamako

Kowane darasi ya haɗa da tabbataccen sakamako, ƙwarewar taswira, ayyukan yi, da babban dutse da aka yi amfani da shi.

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Bincika ta hanya

Tsallaka zuwa yankin da kuke damuwa. Kowace waƙa tana da jagororin bayyanannun Ingilishi da yawa.

Muhimman abubuwaMahimman ra'ayi: yadda AI ke aiki a babban matakin.84 jagorori Harshen AILLMs, NLP, ChatGPT, faɗakarwa, da fahimtar rubutu.155 jagorori Kayayyakin AIƘirƙirar hoto, hangen nesa na kwamfuta, bidiyo, da ƙira.133 jagorori Audio AIMurya, kiɗa, kwasfan fayiloli, da audio-farko AI.117 jagorori KamfanoniBayanan bayanan OpenAI, Anthropic, Google, Meta, da ƙari.121 jagorori Aikace-aikaceYadda AI ke nunawa a cikin coding, bincike, wakilai, da rayuwar yau da kullun.111 jagorori Masana'antuAI a cikin kiwon lafiya, kuɗi, ilimi, makamashi, da ƙari.91 jagorori Na fasahaChips, daidaitawa, RAG, vectors, da kayan aikin AI.177 jagorori Al'ummaBias, keɓantawa, haƙƙin mallaka, aminci, da makomar AI.30 jagorori

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84 na 1019 jagororin da aka nuna. Tace ta hanya ko bincike a sama.

Muhimman abubuwa

Saukowar Gradient Stochastic tare da Momentum

Momentum wani tweak ne zuwa zuriyar gradient wanda ke tara matsakaita mai gudana na gradients da suka gabata, yana barin haɓakawa da sauri ta birgima cikin kwaruruka da damtse…

2 min karatuKaranta
Muhimman abubuwa

Nesterov Accelerated Gradient

Nesterov Accelerated Gradient (NAG) shine mafi wayo nau'i na hanzari wanda ke hango gaba kafin yin lissafin gradient, yana ba shi kyakkyawan hangen nesa.

2 min karatuKaranta
Muhimman abubuwa

Asarar Sau uku da Koyon Ma'auni

Hasara sau uku tana koyar da hanyar sadarwa ta jijiyoyi don sanya abubuwa iri ɗaya kusa da juna da kuma abubuwa iri ɗaya nesa ba kusa ba a cikin sararin samaniya.

2 min karatuKaranta
Muhimman abubuwa

Lakabin Smooting

Label smoothing dabara ce mai sauƙi ta daidaitawa wacce ke tausasa makasudin horarwa mai zafi guda ɗaya, gaya wa ƙirar amsar daidai mai yuwuwa amma ba 100 ba…

2 min karatuKaranta
Muhimman abubuwa

Kwayoyin Ƙwaƙwalwar Ƙwaƙwalwar Tsawon Lokaci

Ƙwaƙwalwar Ƙwaƙwalwar Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwararren Ƙwaƙwalwa na Ƙwaƙwalwa na Ƙwaƙwal ) ne na musamman wanda aka gina don tunawa da bayanai a cikin jerin dogon lokaci.

2 min karatuKaranta
Muhimman abubuwa

K-Ma'anar Tari

K-Means algorithm ne mara kulawa wanda ke rarraba bayanai kai tsaye zuwa rukunin K ta hanyar nemo cibiyoyin tari.

2 min karatuKaranta
Muhimman abubuwa

K-Masu Maƙwabta

K-Nearest Neighbors (KNN) yana rarraba sabon ma'anar bayanai ta hanyar duban misalan K mafi kusa da kuma ɗaukar rinjaye.

2 min karatuKaranta
Muhimman abubuwa

Juyin Juya Hali

Rikicin dabaru yana tsinkayar yuwuwar cewa wani abu ya kasance na aji, kamar spam ko ba spam ba, ta hanyar karkatar da adadi mai nauyi ta hanyar lanƙwasa S-dimbin yawa.

2 min karatuKaranta
Muhimman abubuwa

Naive Bayes Classifiers

Naive Bayes mai sauri ne, mai rarrafe mai yuwuwa wanda aka gina akan ka'idar Bayes wanda ke ɗaukan kowane fasali mai zaman kansa idan aka ba aji.

2 min karatuKaranta
Muhimman abubuwa

ROC Curves da AUC

ROC mai lankwasa yana tsara yadda mai rarrabawa ke raba azuzuwan biyu a duk iyakar yanke shawara, kuma AUC yana matsawa gabaɗayan lanƙwan zuwa lamba ɗaya.

2 min karatuKaranta
Muhimman abubuwa

Rudani Matrices

Matrix ɗin ruɗani tebur ne mai sauƙi wanda ke karya tsinkayar ƙididdiga zuwa daidaitattun ƙididdigewa da kuskure ga kowane aji.

2 min karatuKaranta
Muhimman abubuwa

Bias-Bambancin Ciniki

Bambance-bambancen ciniki yana bayyana dalilin da yasa samfurin zai iya kasawa ta kasancewa mai sauƙi ko kuma hadaddun.

2 min karatuKaranta

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