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Kumenya AI

Anomaly detection ni AI yiga 'ibisanzwe' isa hanyuma igashyira ibendera ikintu cyose kidahuye, uhereye kumashini yananiwe kugera kumurongo.

2 min somaIbiherutse kuvugururwa

Incamake

It's the broad technique behind catching rare, unexpected events even when no one has labeled examples of them yet.

Kwibira cyane

Bitandukanye no kwiga imashini nyinshi, anomaly detection akenshi ikora idafite ingero 'mbi', kuberako anomalie idasanzwe kandi idateganijwe. Ahubwo, icyitegererezo cyubaka umwirondoro wimyitwarire isanzwe no gupima intera amakuru mashya atandukana. Hariho uburyohe butatu: ingingo idasanzwe (agaciro kamwe kadasanzwe), ibintu bidasanzwe (bisanzwe muburyo bumwe, bidasanzwe mubindi, nkubushyuhe bwo mu gicuku), hamwe na anomalies hamwe (urukurikirane rudasanzwe hamwe). Ubuhanga buva kumibare yimibare kugeza kumashyamba ya Isolation, SVMs yo mucyiciro kimwe, cluster, hamwe na autoencoders yiga kubaka amakuru asanzwe no kwerekana ibendera ryubaka nabi. Ishimangira gutahura uburiganya, umutekano wa interineti, kubungabunga ibidukikije, no gukurikirana ubuzima.

Ubushishozi

Uburyo buzwi cyane ni autoencoder: urusobe rw'imitsi rushobora kwinjiza ibyinjira mu cyuho gito hanyuma rukubaka. Yatojwe gusa amakuru asanzwe, yubaka inyongeramusaruro zisanzwe neza ariko itanga ikosa ryinshi ryo kwiyubaka kuri anomalies, ihinduka amanota adasanzwe. Ishyamba ryo kwigunga rifata indi mpande, gutandukanya amakuru ku bushake; abasohoka batandukana mubice bike. Igice gikomeye ni ugushiraho imipaka: abasesenguzi b'umwuzure bafite impungenge zitari zo, kurekura cyane kubura ibibazo nyabyo.

Ingaruka z'Ingamba

Build choices

Igishushanyo-cy-urwego rugena niba AI itezimbere ibisubizo nyabyo.

Itsinda hamwe nakazi

Guhuza ibikorwa byiza bikora umusaruro wunguka abakoresha bashobora kwizera.

Risk and safety

Gukoresha neza ibibazo bigabanya umunaniro wimpinduka hamwe ningaruka zo gushyira mubikorwa.

Ejo hazaza ha AI Anomaly

Kumenyekanisha Anomaly bigenda byiyongera mugihe nyacyo cyo gutondekanya amakuru, ibikoresho byo ku nkombe, hamwe n’imiyoboro itandukanye ya sensor aho ibimenyetso ibihumbi bihurira. Iterambere mu kwiyobora no kwiga byimbitse ririmo kunoza gutahura amashusho, ibiti, hamwe nurutonde, mugihe ibikoresho bisobanurwa bifasha abasesengura kumva impamvu ikintu cyashyizwe ahagaragara. Tegereza kwishyira hamwe hamwe nigisubizo cyikora, sisitemu rero ntishobora kumenya gusa urusobe rwinjira cyangwa ibikoresho byananiranye ahubwo bikurura imenyesha, gutandukanya ikibazo, cyangwa gahunda yo kubungabunga byikora.

Gushyira mu bikorwa Isi

Guteganya kubungabunga ibendera ryerekana ihindagurika ridasanzwe cyangwa ubushyuhe mumashini y'uruganda mbere yo gusenyuka

Umutekano wa cyber wibikorwa byerekana ibinyabiziga bidasanzwe cyangwa uburyo bwo kwinjira

Igenzura ryubuzima rifata injyana yumutima idasanzwe cyangwa gutandukana-ibimenyetso byingenzi

IT n'ibicu byerekana ibicuruzwa bitunguranye mumakosa ya seriveri cyangwa ubukererwe

Ingaruka & Kurinda

Gutangiza inzira yamenetse birashobora kongera ibibazo bihari.

Amakipe arashobora gukora cyane kandi agakuraho ibitekerezo byabantu bikenewe.

Ubwiza burashobora gutemba niba ibisubizo bidahwema gusuzumwa.

Igishushanyo mbonera

1

Shushanya ibikorwa byubu hanyuma umenye intambwe-yo guterana hejuru.

2

Sobanura aho abantu bagenzura mbere yo kwikora byuzuye.

3

Hugura abakoresha kubisobanuro, inzira zo kuzamuka, hamwe nubuziranenge.

4

Kurikirana ibisubizo-urwego rwibisubizo kugirango wemeze agaciro karambye.

Komeza Ubushakashatsi

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Ubuyobozi bukurikira

Kumenya Anomaly

Ibibazo bikunze kubazwa

What is AI Anomaly Detection?

Anomaly detection ni AI yiga 'ibisanzwe' isa hanyuma igashyira ibendera ikintu cyose kidahuye, uhereye kumashini yananiwe kugera kumurongo. Nubuhanga bugari inyuma yo gufata ibintu bidasanzwe, bitunguranye nubwo ntamuntu washyizeho ingero zabyo.

Kuki gutahura anomaly akenshi bikora nta ngero zanditseho anomalies?

Kuberako anomalies idasanzwe kandi itandukanye, moderi mubisanzwe yiga umwirondoro wimyitwarire isanzwe no gutandukana kw ibendera aho kwishingikiriza kuburorero bubi.

Nigute autoencoder isanzwe itahura ibintu bidasanzwe?

Yahuguwe kumibare isanzwe, autoencoder yubaka ibyinjira bisanzwe ariko byubaka nabi bidasanzwe, bityo ikosa ryinshi ryo kwiyubaka ryerekana ibintu bidasanzwe.

Ni izihe ngaruka nyamukuru zo gushiraho urwego rudasanzwe?

Kurenza urugero birenze urugero bitanga ibyiza byinshi, abasesenguzi benshi; kurekura cyane urwego rwabuze ibintu bidasanzwe.

Nubuhe buryo busanzwe bwo kwisi bukoreshwa muburyo budasanzwe?

Guteganya guteganya ni ikintu cyibanze gikoreshwa: kumenya ihindagurika ridasanzwe cyangwa ubushyuhe buraburira ko ibikoresho byananiranye mbere yuko biba.