A zamanin basirar ษan adam da zurfin koyo, PyTorch sanannen ษakin karatu ne na koyon injin buษe ido don Python tare da ฦididdigar tensor da hanyoyin sadarwa mai zurfi. ฦaya daga cikin abubuwa masu amfani da yawa shine PyTorchVideo, wanda shine kayan aiki na musamman da aka tsara don ayyukan fahimtar bidiyo. A cikin wannan labarin, za mu shiga cikin duniyar PyTorchVideo, matsalolin da zai iya taimaka mana mu magance, kuma mu bi ku ta hanyar aiwatar da shi.
Pitorch
An warware: yadda ake loda samfurin da aka riga aka horar a cikin pytorch
A cikin duniyar koyon injin da hankali na wucin gadi, ya zama ruwan dare a yi aiki tare da ** da aka riga aka horar da su ** don cimma sakamako mai sauri da inganci. An riga an horar da waษannan samfuran akan manyan bayanan bayanai kuma a shirye suke da gaske don amfani. Loda samfurin da aka riga aka horar zai iya adana lokaci mai yawa da albarkatu idan aka kwatanta da farawa daga karce. A cikin wannan labarin, za mu bincika yadda ake loda samfurin da aka riga aka horar da shi ta amfani da Python, musamman mai da hankali kan ษakin karatu mai zurfi da ake amfani da shi sosai mai suna TensorFlow. Za mu samar da mafita ga matsalar, tattauna dakunan karatu da ayyuka da suka wajaba, sannan mu yi tafiya ta hanyar bayanin mataki-mataki na lambar.
An warware: kyakkyawan sautin hugging face pytorch
A cikin 'yan shekarun nan, an sami karuwar sha'awar sarrafa harshe na dabi'a (NLP) da koyan na'ura, godiya ga haษaka samfura masu ฦarfi kamar Hugging Face's Transformers. Waษannan samfuran sun kawo sauyi yadda muke yin nazari da sarrafa rubutu, suna ba da mafi kyawun fahimta da fahimta. Daidaitawar waษannan samfuran ya zama sanannen batu, saboda yana ba masu haษaka damar keษance samfuran da aka riga aka horar zuwa takamaiman ayyukansu kuma cimma babban aiki. A cikin wannan labarin, za mu tattauna yadda za a gyara ฦirar Fuskar Hugging, ta hanyar bayanin mataki-mataki na lambar, da zurfafa cikin wasu batutuwa, ayyuka, da ษakunan karatu masu alaฦa da wannan tsari.
An warware: pytorch mse mae
Hanyoyin salon suna zuwa suna tafiya, amma tushen tushe a cikin salo, kamanni, da haษuwa sau da yawa ana iya gano su ta tarihin salon. A cikin wannan labarin, zamu bincika nau'ikan daban-daban, daga gargajiya don gwaji, ka kuma samar da fahimi a kan launuka da riguna da suka fi dacewa kowannensu. Za mu kuma tabo tarihin kowane salo, mu nutse cikin asalinsu da juyin halittarsu na tsawon lokaci. Ko kai gogaggen fashionista ne ko kuma ka fara shiga cikin salon salo, akwai abin da za ka koya ga kowa da kowa.
An warware: pytorch mirgina taga
Duniyar nazarin bayanai galibi tana buฦatar yin aiki tare da bayanan jerin lokaci, kuma wata dabara ta gama gari da ake amfani da ita wajen sarrafa irin waษannan bayanan tana amfani da manufar mirgina taga. Taga mai birgima, wani lokacin ana kiranta da taga mai motsi ko taga mai zamewa, hanya ce da ke ba mu damar raba saitin bayanan mu zuwa ฦananan guntu, sarrafa su, da samun fa'ida mai fa'ida daga jerin abubuwan da aka haifar. Ana amfani da wannan fasaha mai ฦarfi sosai a fannin kuษi, hasashen hasashen, da kuma bincike na zamani, yana mai da shi fasaha mai mahimmanci don samun cikin akwatin kayan aikin bincike. A cikin wannan labarin, za mu bincika manufar taga mai birgima, magance matsala, warware matsalarta zuwa matakai masu sauฦin fahimta, da tattauna dakunan karatu da ayyukan Python masu alaฦa waษanda za su iya sauฦaฦa rayuwarmu.
An warware: anaconda pytorch depencies windows
A cikin duniyar ci gaban software ta yau, sarrafa abubuwan dogaro da tabbatar da ingantaccen aiki na aikace-aikace a kan dandamali daban-daban sun zama mahimmanci. ฦaya daga cikin yarukan shirye-shirye da ake amfani da su sosai, Python, yana ba da cikakkiyar yanayin yanayin ษakunan karatu da abin dogaro don biyan buฦatun aikace-aikace iri-iri. Anaconda, sanannen rarraba Python, yana sauฦaฦe wannan tsari ta hanyar samar da yanayi mai sauฦin amfani don sarrafa abin dogaro da aiki akan tsarin Windows. A cikin wannan labarin, za mu buษe ษoyayyiyar sarrafa abubuwan dogaro ta amfani da Anaconda kuma mu nuna hanyoyin da suka dace don magance wannan batu. A kan hanyar, za mu bincika dakunan karatu na Python daban-daban da ayyuka waษanda za su iya taimakawa cikin wannan tsari.
An warware: pytorch 1.7
Fashion a koyaushe ya kasance masana'anta mai ฦarfi da ci gaba a koyaushe, inda sabbin abubuwa ke fitowa kuma ana sake duba tsofaffi kuma ana sake tunani. Daga kyawawan abubuwan da suka gabata zuwa yanayin gwaji na yau, fashion shine nau'i mai mahimmanci na nuna kai da alamar mutum. Don bincika wannan batu mai ban sha'awa, za mu shiga cikin tarihin salon salo iri-iri, mu bincika tufa da launuka waษanda suka ayyana su, kuma mu ษauki kwazo daga mafi kyawun kamannin titin jirgin sama. A kan hanyar, za mu ma ga yadda Python zai iya taimaka mana mu fahimci ฦulla-ฦulla na salon. Don haka, bari mu fara kan wannan binciken na zamani da fasaha.
An warware: pytorch farawa
Duniyar kayan kwalliya koyaushe tana ci gaba, tare da sabbin salo, kamanni, da abubuwan da ke fitowa akai-akai. Ko kai mai zane ne da ke neman wahayi ko kuma kawai mai sha'awar salon, fahimtar waษannan salo iri-iri yana da mahimmanci don ci gaba da sabuntawa akan sabbin abubuwan da suka faru. A cikin wannan cikakkiyar jagorar, muna da nufin rufe ษoyayyiyar salo na salo, kamannuna, da abubuwan da ke faruwa a cikin salo daban-daban, tare da tarihin bayan kowane salo da hanyar tufa. Bugu da ฦari, za mu bincika rawar shirye-shirye, musamman Python, a cikin duniyar fashion da SEO.
An warware: %27pytorch_lightning%27 bashi da sifa %27metrics%27
Gabatarwa
A cikin duniyar da ke tasowa cikin sauri na zurfafa ilmantarwa da cibiyoyin sadarwa na jijiyoyi, ษakunan karatu da tsarin aiki suna da mahimmanci don sauฦaฦe da haษaka tsarin ci gaba. Walฦiya PyTorch ษaya ce irin wannan ษakin karatu mai ฦarfi wanda aka gina a saman mashahurin PyTorch. An tsara walฦiya don ba da damar Masana Kimiyyar Bayanai da Injiniyoyi na ML don auna ฦirar su cikin sauฦi, guje wa lambar tukunyar jirgi, da haษaka iya karantawa gabaษaya. Koyaya, yayin aiki tare da walฦiya na PyTorch, sau da yawa kuna iya samun kanku kuna fuskantar matsaloli kamar kuskuren sifa 'pytorch_lightning.metrics'. A cikin wannan labarin, za mu magance matsalar kuma za mu bi ku ta hanyar magance ta, mu karya lambar don ฦarin fahimta. Bugu da ฦari, za mu tattauna dakunan karatu masu alaฦa da ayyukan da ke cikin warware wannan batu.