Shabakadaha Cusub ee Kolmogorov-Arnold waxay Horumariyaan La Fahmi Karo iyo Saxnaanta AI
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Shabakadaha neerfaha ee macmalka ah waa saldhigga sirdoonka casriga ah ee casriga ah, laakiin shaqada gudaha ayaa noqon karta mid adag in la fahmo. Si kastaba ha noqotee, cilmi-baarayaashu waxay horumariyeen qaabdhismeed cusub oo loo yaqaan Shabakadaha Kolmogorov-Arnold (KANs) oo labadaba ka fahmi karaana sax ah marka loo eego shabakadaha neerfaha dhaqanka. KANs waxay bartaan dabeecadda dhammaystiran ee xiriirada u dhexeeya neerfaha, iyagoo u oggolaanaya dabacsanaan weyn oo ku jirta wakiilada xogta iyadoo leh wax-qarin yar. Tijaabooyinka, KANs waxay ka qayb roon yihiin shabakadaha dhaqameed ee hawlaha sida xallinta hab-fariimaha kala duwan iyo saadaalinta sifooyinka xargaha topological. Cilmi-baarayaashu waxay rumeysan yihiin in KANs ay noqon karaan qalab qiimo leh oo loogu talagalay cilmi-baarista sayniska, oo ay dhalinayaan aragtiyo iyo bixiyaan macnooyin la fahmi karo ee datasets aan la fahmi karin. Cilmi-baarayaal kale ayaa horeyba u bilaabay isku darka KANs la' qaab-dhismeedyo kala duwan ee aqoonsiga muuqaalka iyo moodeellada luqadda.Shabakadaha neerfaha ee macmalka ah waa algorithms awood leh oo loo isticmaalo sirdoonka macmalka ah. Way adkaan kartaa in la fahmo sababo la xiriira qaabdhismeedkooda adag. Si kastaba ha noqotee, cilmi-baarayaashu waxay horumariyeen nooc cusub oo shabakad neerfe ah oo la fahmi karo oo sax ah, xitaa marka ay yaraato. Shabakadahaas oo loo yaqaan Shabakadaha Kolmogorov-Arnold (KANs), waxay bartaan dabeecadda dhammaystiran ee xiriirkii u dhexeeya neerfaha halkii ay ka barto xoogga isku xirnaanta.
Tani waxay u oggolaanaysaa dabacsanaan weyn iyo waxbarashada waxyaabo yar oo qaaniin ah. Cilmi-baarayaashu waxay ku tijaabiyeen KANs shaqooyinka qaar ee cilmiga waxayna ogaadeen inay ka qayb roon yihiin shabakadaha dhaqameed. Waxay kaloo ogaadeen inay si muuqaal ah u sawiri karaan oo wax ka beddeli karaan KANs si ay u fududeeyaan hawlahooda. Cilmi-baarayaashu way ku faraxsan yihiin awoodda KANs ee meelo kala duwan, oo ay ku jiraan aragga kombuyuutarka iyo habaynta luqadda dabiiciga ah.
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Shabakadaha Cusub ee Kolmogorov-Arnold waxay Horumariyaan La Fahmi Karo iyo Saxnaanta AI
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