
chainers

chenner ack khula srot gahan shikshan dhancha haye joe vishuddh roop seey susti aur cup python pustakalayon key sheersh parr python mein likhaa gayaa haye. vikas kaa netritva japani udyam company dwara ibm, intell, microsoft aur envidia key saath saajhedaari mein pasandida network dwara kiya jaataa haye.
chenner "paribhaashit-dwara-runn" yojana koo jaldi apanaane key saath-saath badey paimaane parr pranaliyon parr isake pradarshan key liye ullekhaniya haye. pahala sanskaran juuna 2015 mein jaari kiya gayaa thaa aur taba seey japan mein badee lokpriyata hassil kii haye. isake alawa, 2017 mein, ise sheersh 10 open source machine learning python pariyojanaon mein key. dee. nuggets dwara soochibaddh kiya gayaa thaa.
disambar 2019 mein, pasandida network ney apane vikas prayaas koo chenner seey pytorch mein badalane kii ghoshana kii aur yeh kewal vee7 jaari karane key baad rakharkhaav patch pradaan karega.
runn-darr-runn paribhaashit karein.
chainers paribhaashit-darr-runn drishtikon koo pesh karane key liye pahala gahan shikshan dhancha thaa. ack network koo prashikshit karane kii paaramparik prakriya dou charanon mein theeh network mein ganitiya sanchaalan (jaise matricks gunan aur araikhik sakriyan) key beach nishchit connection koo paribhaashit karein, aur phir vaastavik prashikshan ganana chalaaen. ise paribhaashit aur sanchaalit yaa sthir-graph drishtikon kahaa jaataa haye. naino aur tenserflo una ullekhaniya dhaanche mein seey hain jinhone yeh drishtikon apanaaya. isake vipareet, paribhaashit-darr-runn yaa gatishil-graph drishtikon mein, ack network mein connection nirdhaarit naheen hotaa haye jaba prashikshan shuru kiya jaataa haye. prashikshan key dauran network nirdhaarit kiya jaataa haye kyonki vaastavik ganana kii jaati haye.
iss drishtikon kaa ack laabh yeh haye kii yeh sahaj gyaan yukt aur lachila haye. yadi network mein jatil niyantran pravaah jaise kii conditional aur loop hain, tou paribhaashit aur sanchaalit drishtikon mein, iss tarah key nirmaan key liye vishesh roop seey design kiye gaye sanchaalan kii aavashyakta hoti haye. doosari or, paribhaashit-darr-runn drishtikon mein, prograaming bhasha key mool nirmaan jaise kii yadi kathan aur loop key liye iss tarah key pravaah kaa varnan karane key liye upayog kiya jaa sakata haye. yeh lachilaapan vishesh roop seey aavarti tantrika network koo lagu karane key liye upayogi haye.
ack aur laabh debugging mein aasaani haye. paribhaashit aur sanchaalit drishtikon mein, yadi prashikshan ganana mein koee truti (jaise sankhyaatmak truti) hui haye, tou aksar dosh kaa nireekshan karna mushkil hotaa haye, kyonki network aur truti key vaastavik sthaan koo paribhaashit karane key liye likhaa gayaa code alag kiya jaataa haye. paribhaashit-darr-runn drishtikon mein, aap bhasha key antarnihit dibger key saath ganana koo nilambit curr sakate hain aur aapke network key code parr pravaahit honey vaale detta kaa nireekshan curr sakate hain.
chainers dwara parichay key baad seey paribhaashit-dwara-runn ney lokpriyata hassil kii haye aur abb ise pytorch aur tenserflo sahit kaee anya dhaanche mein lagu kiya gayaa haye.
vistaar pustakalaya.
chenner mein chaar vistaar pustakalaya hain, chennerman, chenneral, chenarkav aur chenrui. chennerman chenner koo kaee jee. pee. aiss. parr anya gahan shikshan dhaanche kii tulanaa mein kaafee teji seey pradarshan key saath upayog karane mein saksham banaata haye. 1024 jee. pee. aiss. parr ack super computer running chenner ney 15 minut mein resnet-50 network parr imagenate dataset key 90 yugon koo sansaadhit kiya, joe facebook dwara aayojit pichhale record kii tulanaa mein chaar gunaa tej haye. chennerl atyaadhunik sudridhikaran seekhane key algorithm koo jodata haye, aur chenrui ack prabandhan aur drishya upkaran haye.
anuprayog.
chainers kaa upayog pent chainers key liye ack dhaanche key roop mein kiya jaataa haye, ack aisee seva joe kewal nyuntam upayogkarta input key saath kaale aur safed, rekha, masauda chitron kaa swachaalit rangikaran karati haye.

