dugal
Embeddings yi dañuy soppi baat yi, nataal yi, wala yeneen done ñu nekk limu nimero (vecteur) suko defee mbir yu nuru yi mujjee jegewaale ci barab bu am dimension bu kawe.
Résumé
They are the bridge that lets AI compare meaning mathematically.
Plongeur bu xóot
Ordinatër yi mënu ñu xalaat ci mbind mu ñor ci saasi, moo tax model yi dañuy njëkka soppi token bu nekk, frase bu nekk, wala nataal bu nekk ci vecteur, muy limu téemeeri wala junni nimero yuñ raññe. Vecteur yooyu dañu leen raññe ci anam wu ñuy nuru ci seen biir: 'muus' dafay wàcci ci wetu 'muus', laaj bi dafay wàcci ci wetu këyit yi koy tontu. Model bi dafay jàng position yooyu ci diiru tàggat yaram, du ci loxoom. Benn misaal bu siiw mooy math vecteur mën na jàpp diggante yi, fu 'buur' dindi 'goor' yokk 'jigéen' daanu ci wetu 'reine'. Embeddings doole seetlu, xalaat, clustering, ak jéego retrieval ci sistem RAG, ndax méngale ñaari vecteur ak poñ nuru lu gaaw la te am solo. Li gëna am solo mooy, embeddings yi dañuy jàpp motif statistik yu bawoo ci done yiñ tàggat, suko defee ñu mëna yóbbaale itam ay njuumte ci done yooyu.
Gis-gis xarala
Embedding mooy vecteur bu dëgër bi nekk ci barab bu wéy; nuru dañu koy faral di natt ci nuru cosinus (angle bi diggante vecteur yi) wala produit dot, fu gëna kawe mooy gëna nuru. Modèle yi dañu jàng embeddings ci defar vecteur yooyu ci diiru tàggat yaram suko defee mbir yiy feeñ ci contexte yu nuróo di gëna jegewaale. Ngir seet ay milioŋ ciy vecteur ci lu gaaw, sistem yi dañuy jëfandikoo index Dekkandoo yi gëna jege (lu melni HNSW) ci biir base de done vecteur, ñuy jënd tuuti ci njub ngir am gaawaay bu rëy ci méngale brute-force.
njeextalu pexe
dogal yu gëna leer
Daf lay jàppale nga tàqale kàddu yu leer ci wàllu xarala ak làkku fësal njaay.
Njëgg ak budget
Mën nga laaj laaj yu gëna baax ci samp gi balaa ngay dugal xaalis wala sa jotu liggéey.
Ekip ak def liggéey
Ekip yi bokk xam-xam ñoo gëna mëna jël yenn dogal ci wàllu produit, politik ak jàng.
Ëlëgu dugal
Embeddings dañuy gëna bari ay anam yu wuute, di boole mbind, nataal ak audio ci benn barab buñ bokk suko defee nga mëna seetee nataal ak kàddu wala méngale audio ak mbind, ni ko model yu melni CLIP siiwee. Xaarandi dokimaa yu gëna gudd, model yu gëna ndaw te gëna yomb yuy dox ci aparey bi, ak gëna mëna jëflante ak jaar-jaar ak xam-xam bu yàgg. Ginaaw defarkatu yokkuteg seet nekkaat na lu ñuy jagleel, ay embeddings yu baax ak ay base de done vecteur yi leen di denc dina ñu des infrastructure yu am solo ngir gëna suqali IA ci xibaar bu dëggu te bees.
Doxal ci àdduna dëgg
Motëri seetlu semantik yi dañuy dugal sa laajte ak say këyit, ba noppi ñu delloo li gëna méngoo ci li ngay tekki, du ci baatu-caabi yi gëna jub.
Sistem RAG yi dañuy dugal benn base de connaissance suko defee chatbot bi mëna seet pàcc yi gëna am solo balaa muy tontu.
Sistem yiy xelal nit ñi (musik, produit, wideo) dañuy def jëfandikukat yi ak mbir yi ci vecteur yu jege ngir xalaat ëmbiit bu noonu mel.
Spam, ñaari yoon, ak mesaasu cluster detection bu jege ñaari yoon ci boole nuru ci ëmbiit bu nuru darap.
Risk yi ak balustrade yi
Ekip yu bari mën nañu jëfandikoo benn baat ci anam wu wuute, kon teela leeral yaatuwaayam.
Benchmark yi mën nañu nuru lu am doole waaye performance yi ci àdduna bi duñu tolloo.
Bëgg kalite done ak palaŋu jàngat dafay faral di jur njariñ yu yomba dagg.
Roadmap ngir samp gi
Tàmbaleel ci joxe leeral ci làkk wu leer ci njariñ li nga soxla.
Tannal benn metric bu baax ak benn anam bu baaxul balaa ngay saytu.
Doxal ab pilote bu ndaw ak ay done yu representatif, du ab demo bu leer.
Bindal fi Embeddings di jàppale ak fi pexe yu gëna yomba gëna baax.
Weyal di banneexu
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Bi ci topp ci tabax ak sistem IA
Agent IA
Laaj yi ñuy faral di laaj
What is Embeddings?
Embeddings yi dañuy soppi baat yi, nataal yi, wala yeneen done ñu nekk limu nimero (vecteur) suko defee mbir yu nuru yi mujjee jegewaale ci barab bu am dimension bu kawe. Ñoom ñooy pont biy may IA mu méngale luñuy tekki ci wàllu math.
Luy dugal, ci yoon sax?
Embedding mooy vecteur bu bari ay nimero yuy def benn mbir ci barab bu mbir yu nuróo di jege seen biir.
Ban metric lañuy faral di jëfandikoo ngir méngale ñaari embedding?
Nuru cosinus mooy natt angle bi am ci digganté vecteur yi; valeur bu gëna rëy dafay tekki ni mbir yi dañu jëm ci yoon wu gëna noonu.
Lan moo waral sistemu defar yi di jëfandikoo limu dëkkandoo bi gëna jege (ANN) ngir dugal ay mbir?
Tegtale brute-force ci kaw milioŋ yu bari ci vecteur yi defa yeex, moo tax ANN index yu melni HNSW jënd ak jaay njubte bu ndaw ngir am gaawaay bu rëy.
Lan la misaalu 'buur - góor + jigéen ≈ reine' di wane ci wàllu embeddings?
Dafay wane lëkkaloo gi am ci encode ci wàllu geometrie, kon yenn saa yi mën nañu wax analogie yi ni vecteur yuy yokk wala dindi.
Lan mooy risk dëgg sooy jëfandikoo embeddings?
Ndax embeddings yi dañuy jàngee ci done yi, mën nañu xëcci njuumte yi ci done yi, te loolu mën na feeñ ci seetlu ak ci tegtal yi.