Ubuyobozi

Imashini yihariye ya AI

Imiterere yihariye ya AI ihuza ibyo buri mukoresha abona, kuva ibyifuzo byibicuruzwa kugeza kurupapuro rwurugo, mukwiga uburyohe bwimyitwarire.

2 min somaIbiherutse kuvugururwa

Incamake

They power much of the modern internet, driving engagement, conversion, and the feeling that an app 'gets you.'

Kwibira cyane

Moteri yihariye iteganya ikintu cyingirakamaro kubakoresha runaka mugihe runaka. Tekiniki ya kera ni gufatanya kuyungurura, isanga ibishushanyo nk 'abantu bakunda X nabo bakunda Y' ukoresheje matrix factorisation yo gushushanya abakoresha nibintu mubintu bisangiwe byihishwa. Ibirimo bishingiye ku kuyungurura ahubwo bihuye nibintu biranga umukoresha uzwi. Sisitemu zigezweho ziravanze kandi zigenda zikoresha imyigire yimbitse hamwe niminara ibiri yimiyoboro ihuza imiyoboro yabakoresha nibintu kuburyo bisa bishobora kubarwa murwego runini. Netflix yihariye ntabwo ari imitwe gusa ahubwo ibihangano byerekanwe; Spotify ihuza ibimenyetso bifatanya hamwe nisesengura ryamajwi yo Kuvumbura Icyumweru. Moteri igomba kandi gukemura ikibazo cyubukonje-gutangira kubakoresha bashya nibintu, no kuringaniza isano itandukanye no kwirinda gushungura.

Ubushishozi

Moteri nini nini nini ikora mubyiciro bibiri. Intambwe yihuta yumukandida-ibisekuru (akenshi ushyiramo iminara ibiri wongeyeho hafi yo gushakisha hafi yabaturanyi) bigabanya amamiriyoni yibintu kugeza kuri magana; icyitegererezo kiremereye noneho gitanga amanota kubiteganijwe gukanda cyangwa kureba ibishoboka ukoresheje ibintu bikize. Ibishushanyo bihindura abakoresha nibintu mubice aho kuba hafi bisobanura akamaro. Ibitekerezo bidasubirwaho (gukanda, igihe cyo gutura) mubisanzwe biruta ibipimo bigaragara. Ibisambo bikubiyemo hamwe no gushimangira imyigire ifasha moteri gushakisha uburyo bushya aho gukoresha cyane ibyo ukunda bizwi.

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.

Kazoza ka moteri ya AI yihariye

Kwishyira ukizana bigenda bibyara umusaruro: imvugo nini yindimi irashobora kwandika ibisobanuro bya bespoke, guteranya impapuro zingirakamaro, hamwe nabashinzwe kuganira baganira kubyo batoranije. Tegereza amasomo menshi ashingiye hamwe nigihe-nyacyo cyo kwitwara gikora mugihe kimwe cyo gusura, wongeyeho kubikoresho byerekana ibikoresho byihariye mugihe ubika amakuru wenyine. Amategeko akomeye yerekeye ubuzima bwite no kugabanuka kwabandi bantu batatu basunika moteri yerekeza kumurongo wambere hamwe nibimenyetso bifatika. Abagenzuzi n’abakoresha kimwe bazakenera kurushaho gukorera mu mucyo no kugenzura, moteri yo kwinezeza kugirango bishimishe igihe kirekire, ntabwo ari ugukanda gusa.

Gushyira mu bikorwa Isi

Netflix irasaba imitwe ndetse ikanahindura ibihangano bya thumbnail kugirango ihuze ubwoko buriwureba akunda kureba.

Spotify's Discover Weekly ihuza guhuza gushungura hamwe nibiranga amajwi kugirango wubake urutonde rwumukino buri wambere.

Abakiriya ba Amazone 'baguze ibi nabo baraguze' bakoresha ibintu-ku-gufatanya gushungura kugirango batange ibyongeweho.

Urubuga rwa e-ubucuruzi rusubiramo ibyapa byurugo rwambere hamwe numurongo wibicuruzwa mugihe nyacyo ukurikije buri mucuruzi wo kureba.

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

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 Personalization Engines quiz

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

Tangira ikibazo

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

Ubuyobozi bukurikira

TensorRT hamwe na moteri yerekana

Ibibazo bikunze kubazwa

What is AI Personalization Engines?

Imiterere yihariye ya AI ihuza ibyo buri mukoresha abona, kuva ibyifuzo byibicuruzwa kugeza kurupapuro rwurugo, mukwiga uburyohe bwimyitwarire. Bakoresha imbaraga za interineti igezweho, kwishora mu gutwara, guhinduka, no kumva ko porogaramu 'iguha.'

Gushungura gufatanya gushingira cyane cyane?

Gufatanya gushungura bifata ibyifuzo bivuye kumyitwarire yabakoresha nibintu bisa, ntabwo biva mubintu byonyine.

Niki 'ikibazo gikonje-gitangira' muburyo bwihariye?

Iyo umukoresha cyangwa ikintu ari shyashya, moteri ibura amateka yimikoranire kugirango ibyifuzo byibanze kuri.

Mubisanzwe byubatswe mubyiciro bibiri, icyiciro cya mbere (abakandida-ibisekuruza) gikora iki?

Igisekuru cyabakandida gikoresha uburyo bwihuse nko gushiramo ibintu kugirango ugabanye kataloge nini mbere yuko urwego ruremereye rutanga amanota.

Kuki moteri iringaniza isano itandukanye?

Kwerekana gusa amahitamo ateganijwe arashobora gutega abakoresha mumurongo muto; gutera inshinge zitezimbere kuvumbura no kunyurwa igihe kirekire.

Niki 'gushira' muri sisitemu yo gutanga ibyifuzo?

Gushushanya ikarita ikoresha abakoresha nibintu mumwanya uhuriweho na vector aho hafi ya vectors yerekana bishoboka.