tensor network

tensor netvarklu ledhaa tensor network sthithulu anevi aneka-shareera quantum vyavasthala adhyayanamlo upayoginche vaividhya taranga vidhula taragati. tensor netvarklu vaati upayogakaramaina ganita lakshanaalalo konnintini samrakshistuunae oka dimensional matricks utpatti sthithulanu adhika kolatalaku vistaristaayi. 
taranga function vyaktigata tensorla network yokka tensor sankocham vale encode cheyabadutundi. vyaktigata tensorla nirmaanam taranga functionpy prapancha samaruupatalanu vidhinchavachhu (fermians marpidi kinda pratisamiti vantivi) ledhaa taranga functionnu mottam chaarj, koneeya momentum ledhaa spin vanti nirdishta quantum sankhyalaku parimitam cheyavachu. tensor network yokka ganita nirmaanaanni upayoginchi chikkukovadam mariyu sahasambandham podavu vanti parimaanaalapai kathinamaina sarihaddulanu pondadam kooda saadhyamavutundi. idhi aneka shareera vyavasthalalo quantum samacharam yokka saiddhaantika adhyayanaalalo tensor netvarklanu upayogakaramgaa chesindi. avi bhuu sthithulu, uttejita sthithulu mariyu balamgaa paraspara sambandham unna aneka shareera vyavasthala dynamics yokka vaividhya adhyayanaalalo kooda upayogakaramgaa niroopinchabaddaayi.
rekhachitra sanketam.
saadhaaranamgaa, tensor network rekhaachitraanni (penros rekhaachitram) oka graphga chudavachu, ikkada nodes (ledhaa sheershaalu) vyaktigata tensorlanu suuchistaayi, ayithe anchulu suuchikapai sankalanaanni suuchistaayi. uchita suuchikalu oke sheershaaniki matrame anusandhaaninchabadina anchulugaa (ledhaa "kaallu") chitreekarinchabaddaayi. konnisaarlu, node akaaraaniki adanapu ardham kooda untundi. udaaharanaku, oke vidhamaina pravartana kaligina ekaatmaka maatrikalu ledhaa tensorla kosam trapezoidlanu upayoginchavacchu. eee vidhamgaa, tippabadina trapezoids vatiki sanklishta samyogaalugaa ardham chesukobadatayi.
yantra abhyaasaaniki anusandhanam.
quantum mechanics mariyu pedda ettuna yantra abhyaasamlo vaividhya adhyayanaalalo saaruupya ganita nirmaanaanni sadviniyogam chesukuni, tensor netvarklu paryaveekshinchabadina abhyasam kosam sweekarinchabaddaayi. eee crossover artificial intelligence mariyu quantum information sainslo parisoedhakula madhya sahakaranni prothsahinchindi. juun juun, google, perimeter institute pharr theoretical physics, mariyu x (company), samarthavanthamaina tensor gananala kosam open soars library ayina tensornetworknu vidudala chesaayi.
tensor networklalo pradhana aasakti mariyu yantra abhyasam konam nundi vaari adhyayanam anedi takkuva-kramam gala vaati networktho adhika-kramam tensornu anchanaa veyadam dwara sikshana ivvagala paaraamitula sankhyanu (oka poralo) tagginchadam. tensor railu saanketikata (titi) anie pilavabade vaatini upayoginchi, oka enn-arder tensornu (ghatankamga aneka sikshana ivvagala paaraamitulanu kaligi untundi) 2 ledhaa 3 kramamlo unna enn tensorla golusuku tagginchavachhu, idhi manaku bahupadi sankhya paaraamitulanu istundi.

