GUIDE ci aplikaasioŋ yi

Gis anomali IA

Gis lu jaarul yoon mooy IA biy jàng ni 'normal' di nuru ba noppi di màndargaal lépp lu jaarul yoon, dalee ko ci masin buy def njuumte ba ci duggu ci reso bi.

2 simili jàngDañu mujjee yeesal

Résumé

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

Plongeur bu xóot

Jàngum masin wuute na ak jàngu masin, gis anomali dafay faral di dox te du am misaal yu 'baaxul' ndax anomali bariwul te kenn mënu la wax luy am. Lu moy loolu, model yi dañuy tabax profilu jeffin ju jaar yoon, ba noppi natt ba fu done yu bees yi sori. Amna ñatti cafka: anomalie point (benn valeur bu doy waar), anomalie contextuelle (normal ci benn barab, doywaar ci beneen, melni tàngoor wu metti ci xaaju guddi), ak anomalie collective (sequence bu doywaar ñoom ñaar). Pexem yi tàmbalee ci lim yi ba ci Isolation Forest, SVMs yu benn-klaas, clustering, ak autoencoders yuy jàng defaraat done yu jaar yoon, ba noppi màndargaal li ñu defaraat bu baaxul. Dafay jàppale gis njuuj njaaj, kaaraange siber, toppatoo biy waaja am, ak di wottu wérgi-yaram.

Gis-gis xarala

Benn ci pexe yiñ gëna xam mooy autoencoder: ab reso neuronal dafay tënk liñu dugal ci benn bottleneck bu ndaw ba noppi defaraat ko. Dañu ko tàggat ci done yu baax, mu tabaxaat ay dugal yu baax ci anam wu jaar yoon, waaye dafay defar njuumte yu bari ci anomalie yi, loolu mooy nekk poñ anomalie yi. Isolation Forest dafay jël beneen wàll, di xaaj done yi ci anam wu mucc; outliers yi dañuy tàqaloo ci xaaj yu néew. Li gëna tar mooy tëral ay threshold: analyst mbënd yu sensible lool ak alarm yu baaxul, loose lool dafay ñàkk jafe-jafe dëgg.

njeextalu pexe

Tabax tànneef

Ni ñuy jëmmale aplikaasioŋ bi mooy wane ndax IA dafay gëna baaxal njariñ yi.

Ekip ak def liggéey

Integraasioŋ bu baax ci def liggéey dafay jur njariñu liggéey bu jëfandikukat yi mëna wóolu.

Risk ak kaaraange

Jëfandikoo bu jaar yoon dina wàññi coono coppite ak risku samp gi.

Ëlëgu gis anomali IA

Gis-gis anomalie mingi yaatu ci done yuy daw ci jamono dëgg, aparey yu yam yi, ak reso kaptër yu bari, fu ay junni siñaal di jaxasoo. Avancement yi ci self-supervised ak jàng bu xóot ñu ngi gëna yombal gis-gis ci nataal yi, log yi, ak serie time yi, ci noonu la jumtukaayi leeral yi di jàppale jàngat yi ñu xam li tax ñu màndargaal dara. Xaarandil lëkkaloo bu gëna dëgër ak tontu otomatik, suko defee sistem yi duñu yam ci gis njuumte ci reso bi wala aparey bu yàqu, waaye ñuy génne ay àrtu, dindi jafe-jafe bi, wala ñuy waajal toppatoo bi ci saasi.

Doxal ci àdduna dëgg

Toppatoo buy waaja am, di màndargaal yëngu-yëngu wala tàngoor wu jaarul yoon ci masin usine yi balaa ñuy yàqu

Gis dugg ci kaaraange siber di gis dem bi ak dikk bi ci reso bi jaarul yoon wala anami dugg

Xool pajum wérgi-yaram jàpp ritm xol bu jaxasoo wala màndarga dundu gu jaarul yoon

IT ak cloud yiy gis njuumti yi ci serwër bi wala latency

Risk yi ak balustrade yi

Otomatise procédure bu yàqu mën na yokk jafe-jafe yi fi nekk.

Ekip yi mën nañu otomatise lu ëpp ba noppi dindi àtteb nit ñi.

Kalite mën na wàññeeku sudee duñu wéy di jàngat li ñuy génne.

Roadmap ngir samp gi

1

Defal kàrt ni liggéey bi di doxee leegi nga ràññee jéego bi gëna am jafe-jafe.

2

Mandargal barabu saytu nit balaa otomatisasioŋ bu mat sëkk.

3

Taggat jëfandikukat yi ci ay laaj, yooni eskalaasioŋ ak seeni sàrti kalite.

4

Toppal njariñu niveau liggéey bi ngir firndeel valeur buy wéy.

Weyal di banneexu

Free newsletter

Get the daily AI briefing

Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.

One email each weekday. Unsubscribe in one click. We never sell or share your address.

Test yourself

Take the AI Anomaly Detection quiz

Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.

Tambalil quiz

Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation

Laaj yi ñuy faral di laaj

What is AI Anomaly Detection?

Gis lu jaarul yoon mooy IA biy jàng ni 'normal' di nuru ba noppi di màndargaal lépp lu jaarul yoon, dalee ko ci masin buy def njuumte ba ci duggu ci reso bi. Mooy pexem bi gëna mag bi ñuy jëfandikoo ngir jàpp mbir yu bari te kenn xamul doonte kenn joxagul misaalu mbir yooyu.

Lan moo waral gis-gis anomali yi di faral di dox te amul misaali anomali yuñ etikete?

Ndax anomalies bariwul te wuute, model yi dañuy jàng profilu jeffin ju jaadu ak deviations flag moo gën ñuy wéeru ci misaal yu baaxul.

naka la autoencoder di xàmmee anomalie yi?

Dañu tàggat ci done yu baax, autoencoder dafay defaraat duggal yu baax yi waaye du defaraat anomalie yi bu baax, kon njuumte tabaxaat bu bari dafay màndargaal anomalie.

Lan mooy loraange bi gëna mag ci def ab porte anomalie ci anam wu xarañ lool?

Buntu bu sensitif lool dafay jur njuumte yu bari, analist yu bari; threshold bu yomb lool dafay ñàkk anomalie dëgg.

Lan mooy jëfandikoo giñ gëna xam ci àdduna bi ngir gis anomali?

Toppatoo biy waaja am mooy li gëna am solo: gis vibration wala tàngoor bu jaarul yoon, dafay àrtu ci aparey bu yàqu balaa muy am.