Lipoti lotsimikizira zaubwino la Syntho limawunika zomwe zidapangidwa ndikuwonetsa kulondola, zinsinsi, komanso liwiro la zomwe zidapangidwa poyerekeza ndi zomwe zidayambira.
Ku Syntho, timamvetsetsa kufunikira kwa data yodalirika komanso yolondola yopangira. Ichi ndichifukwa chake timapereka lipoti lotsimikizira zamtundu uliwonse pa data yopangidwa. Lipoti lathu labwino limaphatikizapo ma metric osiyanasiyana monga kugawa, kulumikizana, kugawa kwamitundu yambiri, ma metric achinsinsi, ndi zina zambiri. Mwanjira iyi, mutha kuwunika mosavuta kuti deta yopangidwa yomwe timapereka ndi yapamwamba kwambiri ndipo ingagwiritsidwe ntchito ndi mulingo wolondola komanso wodalirika monga momwe zilili zanu zoyambirira.
Kujambula mwachidule: gawoli likuwonetsa zowunikira kuchokera ku lipoti lathu laukadaulo wa data. Kuwunika kwathu kumayang'ana deta yopangidwa poyerekeza ndi zenizeni zenizeni m'magawo osiyanasiyana.
Synthetic Data Multivariate Distributions poyerekeza ndi deta yeniyeni
Kugawa kwamitundu yosiyanasiyana komanso kulumikizana kwamitundu yosiyanasiyana kumatitengera kupitilira miyeso imodzi, kupereka malingaliro omveka a momwe mitundu ingapo imagwirizanirana. Syntho Engine imagwira maubwenzi awa.
Kupanga deta ya synthetic ndizovuta ndipo misampha ilipo ndipo iyenera kuwongolera. Ndi ma aligorivimu a AI, kuchulukitsitsa ndikowopsa ndipo izi ndizomwe zimapangidwira kupanga deta yopangidwa ndi AI. Chifukwa chake, munthu ayenera kuyang'anira chiwopsezo chochulukirachulukira popanga deta yopangira. Chiwopsezo chochulukirachulukira chimawongoleredwa mu Injini ya Syntho. Pamwamba pa izo, lipoti la Syntho Quality Assurance (QA) limalola mabungwe kuti awonetsere kuti deta yopangidwayo sinapitirire pazidziwitso zoyambirira. Timawunikanso pazinthu zambiri zokhudzana ndi zinsinsi, zomwe nthawi zambiri zimagwiritsidwa ntchito ndi ofufuza amkati.
Yesani pa "Zofanana Zenizeni" ndi Identical Match Ratio (IMR)
Kuwonetsa kuti chiŵerengero cha zolemba zowonongeka zomwe zimagwirizana ndi zolemba zenizeni kuchokera ku deta yoyambirira sizili zazikulu kwambiri kuposa zomwe zingayembekezere pofufuza deta ya sitima.
Yesani "Zofanana zofanana" ndi Distance to Closest Record (DCR)
Kuwonetsa kuti mtunda wokhazikika wa zolembera za data zopangidwa ku mbiri yawo yapafupi mkati mwa deta yoyambirira sikuli pafupi kwambiri ndi mtunda umene ungayembekezere posanthula deta ya sitima.
Yesani "Outliers" ndi Neighbor Distance Ratio (NNDR)
Kuwonetsa kuti chiŵerengero cha mtunda pakati pa zolembera zapafupi ndi zachiwiri zapafupi ndi zolemba zawo zapafupi mkati mwa deta yapachiyambi sizili pafupi kwambiri ndi chiwerengero chomwe chiyenera kuyembekezera deta ya sitima.
Ichi ndi chithunzithunzi chabe chomwe chikufotokozera mwachidule zomwe tidachita pakufufuza zamtundu wa data komanso lipoti lotsimikizira zaubwino. Imapereka kumvetsetsa kwapang'onopang'ono kagawidwe, kulumikizana, ndi kugawa kwamitundu yambiri monga gawo lazopangapanga monga momwe zimagwiridwira ndi luso lapamwamba la Syntho Engine. Zambiri pa lipoti lathu lotsimikizira zaubwino zimapezeka mukafunsidwa.