Dongosolo langozi la data synthetic

Dziwani zambiri

Lumikizanani nafe

Introduction

Kodi data yopanga ndi chiyani?

Yankho lake ndi losavuta. Pamene deta yoyambirira imasonkhanitsidwa muzochita zanu zonse ndi anthu enieni (monga makasitomala, odwala, ogwira ntchito ndi ena.) ndipo kudzera muzochita zanu zonse zamkati, deta yopangidwa imapangidwa ndi ndondomeko ya makompyuta. Ma aligorivimu apakompyutawa amapanga ma datapoints atsopano komanso opangira.

Konzani zovuta zachinsinsi pa data

Deta yopangidwa mwaluso imakhala ndi malo atsopano komanso opangira omwe alibe ubale wina ndi mnzake ku zomwe zidayambira. Chifukwa chake, palibe chilichonse mwazinthu zopangira zomwe zitha kutsatiridwa kapena kusinthidwa kuzinthu zoyambirira. Zotsatira zake, deta yopangidwa imamasulidwa ku malamulo achinsinsi, monga GDPR ndipo imakhala yankho lothetsera ndikugonjetsa zovuta zachinsinsi.

Onjezani ndikuyerekeza

Mbali yopangira kupanga deta yopangira imalola kukulitsa ndikuyerekeza zatsopano. Izi zimagwira ntchito ngati yankho mukakhala mulibe deta yokwanira (kuchepa kwa data), mungafune kuwonjezera zitsanzo zam'mphepete kapena ngati mulibe deta.

Apa, cholinga cha Syntho ndichosanjidwa (zomwe zidapangidwa m'matawuni okhala ndi mizere ndi mizati, monga mukuwonera mu mapepala a Excel), koma nthawi zonse timakonda kufotokoza lingaliro lazopanga kudzera pazithunzi, chifukwa ndizosangalatsa.

Mitundu ya data yopangira

Mitundu itatu ya data yopangira imapezeka mkati mwa maambulera opangira. Mitundu itatu ya data yopangidwa ndi iyi: data ya dummy, data yopangidwa ndi malamulo ndi data yopangidwa ndi luntha lochita kupanga (AI). Posachedwa tikufotokozera mitundu itatu yamitundu yosiyanasiyana ya data yopangidwa.

Deta ya Dummy / data mock

Deta ya dummy ndi data yopangidwa mwachisawawa (mwachitsanzo ndi jenereta wa data mock).

Chifukwa chake, mawonekedwe, maubwenzi ndi ziwerengero zomwe zili muzolemba zoyambirira sizisungidwa, kujambulidwa ndi kupangidwanso mu data yopangidwa ndi dummy. Chifukwa chake, kuyimira kwa data ya dummy / mock ndikochepa poyerekeza ndi zomwe zidayambira.

• Nthawi yoti mugwiritse ntchito: kusintha zizindikiritso zachindunji (PII) kapena mukakhala mulibe deta (komabe) ndipo simukufuna kugwiritsa ntchito nthawi ndi mphamvu pofotokozera malamulo.

Zambiri zopangidwa ndiulamuliro

Deta yopangidwa ndi malamulo ndizomwe zimapangidwa ndi malamulo omwe afotokozedwa kale. Zitsanzo za malamulo ofotokozedwatu angakhale kuti mungafune kukhala ndi deta yopangidwa ndi mtengo wocheperako, mtengo wapamwamba kapena mtengo wapakati. Chilichonse mwazochita, maubwenzi ndi ziwerengero, zomwe mungafune kuti zibwerezedwe muzolemba zokhazikitsidwa ndi malamulo, ziyenera kufotokozedwatu.

Chifukwa chake, mtundu wa data udzakhala wabwino ngati malamulo omwe adafotokozedwa kale. Izi zimabweretsa zovuta pamene khalidwe lapamwamba la deta ndilofunika kwambiri. Choyamba, munthu akhoza kufotokozera malamulo ochepa okha omwe ayenera kugwidwa muzolemba zopangira. Kuphatikiza apo, kukhazikitsa malamulo angapo kumapangitsa kuti malamulowo azikhala osagwirizana komanso otsutsana. Komanso, simudzakwaniritsa malamulo onse oyenera. Kuphatikiza apo, pakhoza kukhala malamulo oyenera omwe simukuwadziwa. Ndipo potsiriza (ndipo kuti musaiwale), izi zidzakutengerani nthawi yochuluka ndi mphamvu zomwe zimabweretsa yankho lopanda ntchito.

• Nthawi yoigwiritsa ntchito: mukakhala mulibe deta (panobe)

Dongosolo la Synthetic lopangidwa ndi Artificial Intelligence (AI)

Monga mukuyembekezera kuchokera ku dzinali, deta yopangidwa ndi luntha lochita kupanga (AI) ndi data yopangidwa ndi algorithm yanzeru yopangira (AI). Mtundu wa AI umaphunzitsidwa pazomwe zidayambira kuti ziphunzire mawonekedwe onse, maubale ndi mawerengero. Pambuyo pake, algorithm ya AI iyi imatha kupanga ma datapoints atsopano ndikuwonetsa ma datapoints atsopanowa m'njira yoti ipangitsenso mawonekedwe, maubale ndi mawerengedwe a ziwerengero kuchokera ku dataset yoyambirira. Izi ndi zomwe timatcha mapasa opangira data.

Chitsanzo cha AI chimatsanzira deta yoyambirira kuti ipange mapasa a data omwe angagwiritsidwe ntchito ngati-ngati ndi deta yoyambirira. Izi zimatsegula njira zosiyanasiyana zogwiritsira ntchito zomwe AI yopangira deta ingagwiritsidwe ntchito ngati njira ina yogwiritsira ntchito deta yoyambirira (yomvera), monga kugwiritsa ntchito deta yopangidwa ndi AI monga deta yoyesera, deta yowonetsera kapena kusanthula.

Poyerekeza ndi deta yopangidwa ndi malamulo: m'malo moti muphunzire ndikutanthauzira malamulo oyenera, algorithm ya AI imakuchitirani izi zokha. Pano, osati makhalidwe okha, maubwenzi ndi ziwerengero zomwe mukuzidziwa zidzafotokozedwa, komanso makhalidwe, maubwenzi ndi ziwerengero zomwe simukuzidziwa zidzaphimbidwa.

• Nthawi yoti mugwiritse ntchito: mukakhala ndi (zina) zomwe mungatsanzire kapena kugwiritsa ntchito ngati poyambira popangira zida zanzeru komanso zowonjezera.

Ndi data yamtundu wanji yoti mugwiritse ntchito?

Kutengera momwe mumagwiritsira ntchito, kuphatikizika kwa data yachabechabe / zoseketsa, zopangira zokhazikitsidwa ndi malamulo kapena zopanga zopangidwa ndi luntha lokuchita kupanga (AI) zimalangizidwa. Izi mwachidule zimakupatsirani chizindikiritso choyamba chamtundu wamtundu wamtundu womwe mungagwiritse ntchito. Monga Syntho imathandizira zonsezi, khalani omasuka kulumikizana ndi akatswiri athu kuti afotokozere zankhani yanu.