Teburin Abubuwan Ciki[Boye][Nuna]
Idan kuna sha'awar ra'ayin Artificial Intelligence (AI) to tabbas kun san game da aikace-aikacen juyin juya hali na wannan filin, gami da sarrafa hoto, gano abu da fahimtar magana. Waɗannan aikace-aikacen duk wani yanki ne na wani yanki na AI da aka sani da zurfafa koyo. Masu shirye-shirye na iya ƙirƙirar waɗannan tsarin juyin juya hali ta hanyar aiwatar da tunanin zurfafa koyo ta amfani da ɗakunan karatu da tsarin AI, ɗayansu shine TensorFlow.
A cikin wannan labarin, zaku sami saurin tafiya cikin TensorFlow Tsarin Ilimi mai zurfi, Ayyukan sa, fasali, aikace-aikace, da kuma yadda za ku iya aiwatar da shi a cikin tsarin AI.
Jin Ilimi
Deep Learning (DL) wani yanki ne na Kayan aiki, wanda shine babban yanki na AI da kimiyyar bayanai. DL yana amfani da tsarin algorithm wanda aka samo daga aikin kwakwalwar ɗan adam. Irin waɗannan algorithms ana kiran su Networks (NNs) kuma sun ƙunshi neurons waɗanda ke yin yadudduka. NN na yau da kullun yana da shigarwa, fitarwa, da yawancin yadudduka ɓoye.
Ana wuce bayanai ta waɗannan matakan kuma NN tana koyon fasalin bayanan da aka bayar.
Mene ne TensorFlow?
TensorFlow shine Bude-source Tsarin Ilimi mai zurfi wanda Google ya haɓaka. Wannan tsarin tsarin lissafi mai zurfi ya dogara ne akan kwararar bayanai da shirye-shirye daban-daban kuma ana amfani dashi don gina da horar da Neural Networks amfani da kayan aiki daban-daban, dakunan karatu, da albarkatun al'umma. A halin yanzu, TensorFlow shine babban dandamali don ƙirƙirar Jin Ilimi model da Neural Networks.
TensorFlow yana sarrafa bayanai a cikin nau'i na nau'i-nau'i masu girma dabam na manyan girma da ake kira tenors, tenors mafita ne mai amfani don sarrafa bayanai masu yawa. Tsarin yana aiki akan jadawalin kwararar bayanai waɗanda ke da nodes da gefuna. Kamar yadda tsarin aiwatarwa yake cikin sigar jadawalai, yana da sauƙin aiwatar da lambar TensorFlow a cikin hanyar da aka rarraba a cikin gungu na kwamfutoci yayin amfani da Rukunin Gudanar da Zane (GPUs). Hakanan yana ba ku damar gina tsarin aiki wanda za'a iya aiwatarwa akan abubuwan shigar ku.
key Features
- Gina don aiki akan CPUs ko GPUs da yawa har ma da tsarin aiki na wayar hannu.
- Yana goyan bayan harsunan shirye-shirye da yawa ciki har da Python, C++, da Java.
- Haɗa APIs daban-daban don ginawa da haɓaka zurfin gine-ginen koyo kamar CNN ko RNN.
- Yana amfani da babban matakin APIs kamar Keras tare da kisa.
- Sauƙaƙen ƙirar ƙira da sauƙin gyara kuskure.
- Yana goyan bayan turawa akan gajimare, kan-gidaje, a cikin mai lilo, ko kan na'ura.
- API ɗin bayanai da aka gina a ciki.
- Yana ba da damar yin gwajin bincike mai ƙarfi.
- Mai ƙarfi da tallafi akan layi Bude-source al'umma.
Aikace-aikace
Akwai da yawa aikace-aikace na Jin Ilimi dakin karatu, kadan daga cikinsu an ba su kamar haka:
- Artificial Intelligence aikace-aikace: chatbots da mataimakan kama-da-wane.
- Aikace-aikace Vision Computer: samfuri don gane hoto, gano abu da rarrabawa.
- Aikace-aikacen sarrafa magana: tsarin don nazarin muryar ɗan adam da tsarin magana.
- Aikace-aikacen sarrafa hoto: samfura don aiwatar da dabarun canji akan hotuna.
- Aikace-aikacen sarrafa Harshe na dabi'a: tushen rubutu da ganewa tantance tunani samfurori.
Samun TensorFlow
Kamar yadda aka ambata riga, TensorFlow buɗaɗɗen tushe kuma kyauta ne don amfani. Bi matakan da ke ƙasa don samun tsarin.
mataki 1
Don wannan mataki, zazzage kuma shigar da nau'in bootstrap na pip mai suna 'get-pip.py' sai dai idan kun riga kun shigar da shi. Kuna iya sauke shi nan.
mataki 2
Bude Haɗin Haɗin Ci gaban ku don Python, Java, C++, ko wani harshen shirin TensorFlow yana amfani da goyan bayansa. Kuna iya duba lissafin nan.
Yanzu canza directory ɗin ku zuwa wanda ke ɗauke da fayil ɗin get-pip.py kuma rubuta a cikin umarnin: py samu-pip.py
mataki 3
Da zarar an gama shigarwa, kawai a rubuta cikin umarnin: pip shigar - haɓaka tensorflow don fara shigar da TensorFlow ta amfani da pip.
Kuma shi ke nan. Yanzu kun shigar da TensorFlow kuma kuna shirye don amfani!
Amfani da Tensorflow
Don amfani da tsarin, kawai shigo da ɗakin karatu ta amfani da umarni mai zuwa:
Yanzu zaku iya amfani da umarnin 'tf' don samun dama ga nau'ikan ɗakin karatu daban-daban. Mai zuwa shine misali na shigo da samfuran AI daga TensorFlow.
Kuma shi ke nan! Yanzu yakamata ku iya aiwatar da TensorFlow a cikin shirye-shiryen ku na AI cikin sauƙi.
Kammalawa
TensorFlow ya canza da gaske yadda muke ƙirƙirar tsarin AI kuma yana da aikace-aikacen gaske na gaske. Daga ginawa da horar da samfuran ML zuwa turawa, TensorFlow yana ba da albarkatu masu ƙarfi don ƙirƙirar ayyukan ML.
Ina fatan wannan saurin tafiya zai taimaka muku kawo ra'ayoyin ku cikin sauƙi. Bari mu san tunanin ku game da wannan babban tsarin a cikin sashin sharhin da ke ƙasa.
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