Ibishushanyo
Ibishushanyo bihindura amagambo, amashusho, cyangwa andi makuru murutonde rwimibare (vectors) kuburyo ibintu bisa birangirira hamwe mumwanya muremure.
Incamake
They are the bridge that lets AI compare meaning mathematically.
Kwibira cyane
Mudasobwa ntishobora gutekereza kubijyanye ninyandiko mbisi, kuburyo moderi ibanza guhindura buri kimenyetso, interuro, cyangwa ishusho muburyo bwa vector, urutonde rwumubare wibihumbi cyangwa ibihumbi. Izi ngengabihe zitunganijwe kuburyo ibintu bisa nkibintu byicara hafi yacyo: 'injangwe' igwa hafi y 'akana, kandi ikibazo kigwa hafi yinyandiko zisubiza. Icyitegererezo cyiga iyi myanya mugihe cy'amahugurwa, ntabwo ari intoki. Ikigereranyo kizwi cyane ni uko imibare ya vector ishobora gufata umubano, aho 'umwami' ukuyemo 'umugabo' wongeyeho 'umugore' agwa hafi yumwamikazi. Kwinjiza imbaraga gushakisha imbaraga, ibyifuzo, guhuriza hamwe, hamwe nintambwe yo kugarura muri sisitemu ya RAG, kuko kugereranya ibice bibiri n'amanota asa birihuta kandi bifite ireme. Icy'ingenzi, gushiramo bifata imiterere y'ibarurishamibare bivuye mu mahugurwa, bityo birashobora no gutwara ayo makuru abogamye.
Ubushishozi
Gushyiramo ni vector yuzuye mumwanya uhoraho; ibisa nubusanzwe bipimwa na cosine isa (inguni hagati ya vectors) cyangwa ibicuruzwa byadomo, aho bisobanuye byinshi bisa. Abanyamideli biga gushira muguhindura ibice mugihe cyamahugurwa kugirango ibintu bigaragara mubice bisa byegere hamwe. Kugirango ushakishe amamiriyoni yibice byihuse, sisitemu ikoresha ibipimo byegeranye byegeranye byabaturanyi (nka HNSW) imbere mububiko bwa vector, gucuruza akantu gato kukuri kubwinyungu nini yihuta ugereranije nimbaraga.
Ingaruka z'Ingamba
Ibyemezo bisobanutse
Iragufasha gutandukanya ibyifuzo bya tekiniki bisobanutse nururimi rwo kwamamaza.
Igiciro na bije
Urashobora kubaza ibibazo byiza byo gushyira mubikorwa mbere yo gukoresha amafaranga cyangwa igihe.
Itsinda hamwe nakazi
Amakipe asangiye ibitekerezo akora ibicuruzwa byiza, politiki, nibyemezo byo kwiga.
Ejo hazaza h'ibishushanyo
Ibishushanyo birushijeho kuba byinshi, gushushanya inyandiko, amashusho, n'amajwi ahantu hamwe basanganywe kugirango ubashe gushakisha amashusho n'amagambo cyangwa guhuza amajwi n'ibisobanuro, nkuko moderi nka CLIP yamenyekanye. Tegereza inyandiko-ndende-yerekana inyandiko, ntoya kandi ihendutse ikorera ku gikoresho, hamwe no gufata neza kubogama hamwe nubumenyi butagikoreshwa. Nkuko kugarura-byongerewe ibisekuru bihinduka bisanzwe, gushyiramo ubuziranenge bwo hejuru hamwe nububiko bwa vector ibibika bizakomeza kuba ibikorwa remezo byo gushingira AI mubyukuri, bigezweho.
Gushyira mu bikorwa Isi
Moteri yubushakashatsi isobanura ikibazo cyawe ninyandiko, hanyuma usubize imipira yegeranye mubisobanuro kuruta ijambo ryibanze.
Sisitemu ya RAG yashyizemo ubumenyi shingiro kugirango ikiganiro gishobora kugarura ibice byingenzi mbere yo gusubiza.
Sisitemu yo gusaba (umuziki, ibicuruzwa, videwo) shyira abakoresha nibintu nkibice byegeranye kugirango batange ibintu bisa.
Spam, kwigana, no hafi-kwigana ubutumwa bwa cluster ubutumwa ushiramo ibisa n'ibendera risa-n'ibirimo.
Ingaruka & Kurinda
Amakipe atandukanye arashobora gukoresha ijambo rimwe muburyo butandukanye, sobanura intera hakiri kare.
Ibipimo birashobora kugaragara bikomeye mugihe imikorere-yisi-itaringaniye.
Kwirengagiza ubuziranenge bwamakuru na gahunda yo gusuzuma akenshi bitanga ibisubizo byoroshye.
Igishushanyo mbonera
Tangira nururimi rusobanutse rwibisubizo ukeneye.
Toranya intsinzi imwe hamwe nuburyo bumwe bwo gutsindwa mbere yo kwipimisha.
Koresha umuderevu muto hamwe namakuru ahagarariye, ntabwo ari demo yashizweho.
Inyandiko aho Embeddings ifasha nuburyo bworoshye bworoshye nibyiza.
Komeza Ubushakashatsi
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Abakozi ba AI
Ibibazo bikunze kubazwa
What is Embeddings?
Ibishushanyo bihindura amagambo, amashusho, cyangwa andi makuru murutonde rwimibare (vectors) kuburyo ibintu bisa birangirira hamwe mumwanya muremure. Nicyo kiraro cyemerera AI kugereranya ibisobanuro mubiharuro.
Gushyiramo ni iki, muburyo bw'ibanze?
Kwinjiza ni vector yuzuye yimibare ishyira ikintu mumwanya aho ibintu bisa biri hafi yundi.
Nibihe bipimo bisanzwe bikoreshwa mugereranya ibyinjijwe bibiri?
Isano ya Cosine ipima inguni hagati ya vectors; agaciro kari hejuru bisobanura ibintu ingingo muburyo busa.
Ni ukubera iki sisitemu yo kubyaza umusaruro ikoresha hafi Yumuturanyi (ANN) indangagaciro kugirango ushiremo?
Kugereranya imbaraga zingana na miriyoni za vectors biratinda, bityo indangagaciro za ANN nka HNSW ubucuruzi buto cyane kubwinyungu nini yunguka.
Ni iki urugero rwiza 'umwami - umugabo + umugore ≈ umwamikazi' urugero rwerekana gushira?
Irerekana gushiramo kodegisi ya geometrike, bityo ibigereranyo birashobora rimwe na rimwe kugaragazwa nkibice byongeweho no gukuramo.
Niyihe ngaruka nyayo mugihe ukoresheje gushira?
Kuberako gushiramo bigira kubya data, birashobora gukuramo ayo kubogama kwamakuru, bishobora kugaragara mubushakashatsi nibyifuzo.