Synthetic Data: Njira Yatsopano Yopita Patsogolo pa Kupezeka Kwa Data ku Lifelines mogwirizana ndi Syntho

Posachedwapa, ife tiri Maulendo takhala tikukonzekera njira yatsopano yopangira deta yathu kuti ipezeke mosavuta pakafufuzidwe, kwinaku tikupititsa patsogolo zinsinsi za omwe titenga nawo mbali. Pogwiritsa ntchito deta yopangira kuchokera Syntho, tsopano tikhoza kupanga seti ya data yomwe ili ndi ziwerengero zofanana ndi zomwe zasonkhanitsidwa poyamba, popanda kuphatikizira deta iliyonse ya otenga nawo mbali. Njira yopangira deta yopangira imagwiritsa ntchito deta yeniyeni kuti igwirizane ndi ziwerengero kuti apange deta yatsopano, yopangira deta.

Kupanga deta ya Synthetic ndi njira ya 'Privacy Enhancing Technique' (PET) yomwe cholinga chake ndi kuteteza ndi kupititsa patsogolo zinsinsi za anthu. Njira zotere zimathandizira kuchepetsa kuchuluka kwa zidziwitso zamunthu zomwe zimawululidwa ndikuchepetsa chiopsezo cha kuphwanya zinsinsi. Pa pempho lililonse la data kuchokera kwa wofufuza, tsopano titha kupanga deta yopangira pogwiritsa ntchito nsanja ya Syntho's synthetic data, kupatsa wofufuza aliyense ndi dataset yakeyake yapadera.

Timawunika zomwe zapangidwa kutengera zinthu zitatu: kugwiritsa ntchito, zothandiza komanso zachinsinsi. Zotsatirazi zimatipatsa chidziwitso chokhudza zinsinsi, kufanana kwa ziwerengero pakati pa data yeniyeni ndi data yopangidwa, komanso maubale osungidwa pakati pa zosintha. Timachita izi potengera ziwerengero ndi zowonera, monga momwe zasonyezedwera pachithunzichi (pachithunzichi, tikuwona zaka zapakati pa manispala onse a data yeniyeni (kumanzere) ndi data yopangidwa (kumanja)).

Pamodzi ndi akatswiri ena ndi apainiya, tidapanga ndikusintha malingaliro atsopano opangira deta a Lifelines. Mothandizidwa ndi mnzathu Syntho, tidachita bwino zofufuza zoyamba za mwayi womwe kaphatikizidwe ka data ungabweretse kwa Lifelines. Ndi chidziwitso chawo chochuluka cha njira zopangira deta, tinagwirizana pamagulu oyambirira a dataset. Kuphatikiza apo, ndife onyadira kwambiri ophunzira omwe achita nafe kafukufuku pamutuwu. Onse a Flip ndi Rients adayala maziko pakukhazikitsidwa kwa nsanja ya Syntho yomwe ikugwiritsidwa ntchito pano.

Atamaliza bwino gawo loyamba ndi kufufuza, Lifelines idzapitirizabe kutumizidwa ndi kutengera deta yopangidwa mogwirizana ndi Syntho. Choncho, kuyambira tsopano, zidzatheka kuti ochita kafukufuku ndi ena ogwira nawo ntchito azigwira ntchito ndi deta yopangidwa ndi Lifelines. Ndiye, kodi mukufuna, kapena ndinu wofufuza ndipo mukufuna kudziwa zambiri za zomwe data yopangidwa ingachite pa kafukufuku wanu? Ngati ndi choncho, tidziwitseni ndipo tidzakhala okondwa kukuthandizani!