Ilimi mai zurfi kayan aiki ne mai ƙarfi na wucin gadi hankali wannan yana canza abubuwa da yawa. Yana da mahimmanci don samun kyakkyawan ilimin zurfafa koyo, idan kuna son yin aiki a AI. Don sauƙaƙe rayuwar ku, mun yi jerin wasu littattafan ebooks na zurfafa ilmantarwa, waɗanda dole ne ku karanta. Wannan jeri yana da littattafan ebook guda 12 kyauta don taimaka muku koyo game da zurfin koyo. Suna bayyana abin da yake, yadda ake amfani da shi, da kuma sababbin abubuwa masu ban sha'awa da ake yi da shi. Kowane littafi ya ƙunshi sassa daban-daban na zurfafa ilmantarwa, kamar yadda yake aiki da yadda ake amfani da shi a cikin abubuwa kamar ganin hotuna, fahimtar harshe, da ƙari.

Mahimman Abubuwan

Dangane da wasu mahimman ma'aunai, waɗannan littattafan ebooks masu zurfi guda 12 an taƙaita su:

• Dace da Rufewa: Daga ainihin ra'ayi zuwa aikace-aikace na zahiri a cikin fagage daban-daban, gami da hangen nesa na kwamfuta da kuma harshe na ainihi sarrafawa, kowane littafi yana magana da wani yanki mai zurfi na ilmantarwa mai zurfi.
• Izini: Abubuwan da ke cikin waɗannan wallafe-wallafen an tabbatar da su zama daidai kuma masu sahihanci saboda yawancin marubutan suna da sanannun kuma suna da kwarewa sosai a fannin ilmantarwa mai zurfi, ciki har da Yoshua Bengio, Ian Goodfellow, da Michael Nielsen.
• Rariyar: Duk wanda ke son ƙarin koyo game da zurfafa ilmantarwa zai iya samun dama ga zaɓaɓɓun eBooks kawai saboda ana samun su akan layi kyauta.
• Musamman: Wasu wallafe-wallafen sun haɗa da sabbin bayanai, kamar mayar da hankali kan hanyoyin ƙwararrun kamar GANs da ƙirar ƙira ko amfani da wasu yarukan shirye-shirye, kamar R, don zurfafa ilmantarwa.
• Bambance-bambancen batutuwa: Jerin ya haɗa da littattafan da suka ƙunshi ɗimbin batutuwa a cikin zurfafa ilmantarwa, tabbatar da akwai wani abu don masu farawa da ke neman gabatarwa ga ƙwararrun ƙwararrun masu neman ƙwarewa na musamman.
• Haɓaka: Wasu littattafai suna mayar da hankali kan aiwatarwa masu amfani, suna ba da misalai na hannu da kuma motsa jiki, wanda ke da mahimmanci ga waɗanda ke neman yin amfani da zurfin ilmantarwa a cikin al'amuran duniya.

Ta hanyar yin la'akari da waɗannan abubuwan, lissafin yana neman bayar da cikakkiyar tarin littattafan ebooks masu zurfi na koyo waɗanda suka dace da buƙatu iri-iri da burin koyo a cikin batun.

12 Mafi kyawun ebooks koyo mai zurfi

Bari mu nutse cikin bayanin kowane littafi.

1. "Ƙari mai zurfi" na Ian Goodfellow, Yoshua Bengio, da Aaron Courville

• description: Wannan cikakken littafi yana aiki a matsayin jagorar ginshiƙi zuwa zurfafa ilmantarwa, yana rufe batutuwa da dama daga ƙa'idodin asali zuwa dabarun ci gaba. Ana ɗaukarsa a matsayin tushen albarkatu a fagen.
• Wanene yakamata ya karanta: Mafi dacewa ga masu farawa da ke neman cikakkiyar fahimta game da zurfin ilmantarwa da kuma mahimmanci ga ƙwararrun ƙwararrun masu neman zurfafa iliminsu.
• Availability: Free online version samuwa a Littafin Ilmi Mai Zurfi

2. "Zuruwar Koyo don Hangen Komputa" na Rajalingappaa Shanmugamani

• description: Wannan littafin yana mai da hankali kan dabarun ilmantarwa mai zurfi musamman don ayyukan hangen nesa na kwamfuta kamar tantance hoto da gano abubuwa. Yana ba da haske game da manyan aikace-aikacen hangen nesa na kwamfuta.
• Wanene yakamata ya karanta: An ba da shawarar ga masu sha'awar yin amfani da zurfin koyo zuwa ayyukan hangen nesa na kwamfuta, daga ɗalibai zuwa masu bincike.
• Availability: Zazzage PDF kyauta a Fakitin eBook kyauta

3. "Gabatarwa zuwa Zurfafa Ilmantarwa" ta MIT Press

• description: Littafin gabatarwa wanda ya kunshi tushen ilimi mai zurfi tare da misalai da motsa jiki. An ƙirƙira shi azaman albarkatun mafari.
• Wanene yakamata ya karanta: Mafari waɗanda ke son ingantaccen tsarin gabatarwa zuwa zurfin ilmantarwa.
• Availability: Zazzage PDF kyauta a Latsa MIT

4. "Zurfafa Koyo tare da Python" na Francois Chollet

• description: Mahaliccin Keras ne ya rubuta shi, wannan littafi ya mayar da hankali ne kan ilmantarwa mai zurfi ta amfani da yaren shirye-shiryen Python. Yana jaddada misalan coding na hannu-kan.
• Wanene yakamata ya karanta: Masu haɓaka Python suna sha'awar amfani da dabarun koyo mai zurfi ta amfani da Keras.
• Availability: Free online version a Manning

5. "Ƙari mai zurfi don Gudanar da Harshen Halitta" na Palash Goyal, Sumit Pandey

• description: Bincika aikace-aikacen dabarun koyo mai zurfi zuwa ayyukan sarrafa harshe na halitta. Ya ƙunshi batutuwa kamar nazarin jin daɗi, ƙirar harshe, da ƙari.
• Wanene yakamata ya karanta: Ya dace da masu sha'awar fahimtar yadda ake amfani da zurfin ilmantarwa wajen sarrafa da fahimtar harshen ɗan adam.
• Availability: Sigar kan layi kyauta

6. "Aikace-aikacen Koyon Injin Gina" na Emmanuel Ameisen

• description: Duk da yake ba wai kawai mayar da hankali ga zurfin koyo ba, wannan littafin yana koyar da yadda ake haɗa tsarin ilmantarwa mai zurfi cikin aikace-aikacen aiki yadda ya kamata. Ya shafi fannonin aikin injiniya na koyon injin.
• Wanene yakamata ya karanta: Masu haɓakawa da masana kimiyyar bayanai masu sha'awar ƙaddamar da koyon injin, gami da ƙirar ilmantarwa mai zurfi, a cikin aikace-aikacen ainihin duniya.
• Availability: Free online version a O'Reilly

7. "Python Deep Learning" na Ivan Vasilev, Daniel Slater, Gianmario Spacagna

• description: Wannan littafi ya ƙunshi zurfin fahimtar dabarun ilmantarwa ta amfani da Python da shahararrun ɗakunan karatu kamar TensorFlow. Ya haɗa da misalai masu amfani da snippets na lamba.
• Wanene yakamata ya karanta: Masu haɓaka Python suna neman zurfafa ilmantarwa tare da TensorFlow.
• Availability: Free online version a O'Reilly

8. "Tsarin Koyo tare da R" na François Chollet, JJ Allaire

• description: Wannan littafi ya mayar da hankali kan amfani da harshen shirye-shirye na R don ayyukan ilmantarwa mai zurfi. Yana ba da haske game da amfani da R tare da TensorFlow da Keras.
• Wanene yakamata ya karantaMasu amfani da R suna sha'awar yin amfani da dabarun koyo mai zurfi ta amfani da R.
• Availability: Free online version a Manning

9. "Burin Koyon Injin" na Andrew Ng

• description: Duk da yake ba cikakken littafin koyo mai zurfi ba, yana ba da haske mai mahimmanci game da ƙira da tura tsarin koyo na inji yadda ya kamata. Ya ƙunshi abubuwa masu amfani na injiniyan koyon injin.
• Wanene yakamata ya karanta: Masu sha'awar fahimtar tsarin ginawa da ƙaddamar da tsarin ilmantarwa na inji.
• Availability: Free online version a takwanka.in

10. "Kyauta mai zurfi don Codeers tare da fastai da PyTorch" na Sylvain Gugger, Jeremy Howard

• description: Mai da hankali kan zurfin ilmantarwa mai amfani ta amfani da ɗakin karatu na fastai da PyTorch. Yana jaddada tsarin ƙididdigewa-centric tare da misalan ainihin duniya.
• Wanene yakamata ya karanta: Coders da masu haɓakawa suna sha'awar zurfin ilmantarwa tare da PyTorch da fastai.
• Availability: Free online version a saurin.ai

11. "Mai yiwuwa zurfin koyo tare da Python" na Oliver Dürr, Michael Lindner, Yves-Laurent Kom Samo

• description: Bincika haɗin kai na zurfin koyo da ƙirar ƙima, yana ba da haske game da rashin tabbas a cikin zurfin koyo. Ya ƙunshi batutuwa kamar hanyoyin sadarwa na jijiyar Bayesian.
• Wanene yakamata ya karanta: Masu sha'awar fahimtar rashin tabbas da abubuwan yiwuwar zurfafa ilmantarwa.
• Availability: Free online version a O'Reilly

12. "R Deep Learning Essentials" na Mark Hodnett

• description: Mai da hankali kan zurfafa ilmantarwa ta amfani da yaren shirye-shirye na R, wanda ya shafi gine-gine masu zurfi da dabaru daban-daban a cikin R.
• Wanene yakamata ya karanta: Masu amfani da R suna sha'awar zurfafa ilmantarwa, musamman masu neman aiwatar da tsarin ilmantarwa mai zurfi a cikin R.
• Availability: Free online version a Fakitin eBook kyauta

Notearshen Bayani

Ilimi yana da ƙarfi kuma yana samuwa a fagen ilimi mai zurfi. Ga novice da ƙwararru iri ɗaya, a hankali zaɓaɓɓen tarin littattafan ebooks kyauta 12 suna ba da wurin farawa da cikakken bincike. Waɗannan albarkatun sun dace da maƙasudin ilmantarwa iri-iri, kasancewa koyan tushe, zurfafa cikin takamaiman batutuwa kamar cibiyoyin sadarwa na gaba (GANs), ko bincika aikace-aikacen coding na ainihi. Waɗannan littattafan e-littattafai suna aiki a matsayin ginshiƙan ilimi yayin da filin ke tasowa, yana baiwa ƙwararru da masu sha'awar yin amfani da damar zurfin ilmantarwa don ƙirƙira da ganowa.

Hakanan zaka iya karanta labarin mu akan mafi zurfin ilmantarwa littattafai nan.

• Ƙunshin Ƙarfafa SEO & Rarraba PR. Samun Girma a Yau.
• PlatoData.Network Tsaye Generative Ai. Karfafa Kanka. Shiga Nan.
• PlatoAiStream. Web3 Mai hankali. Ilmi Ya Faru. Shiga Nan.
• PlatoESG. Carbon, CleanTech, Kuzari, Muhalli, Solar, Gudanar da Sharar gida. Shiga Nan.
• PlatoHealth. Biotech da Clinical Trials Intelligence. Shiga Nan.
• Source: https://www.analyticsvidhya.com/blog/2024/03/best-free-deep-learning-ebooks/