Waa Maxay RAG?
RAG (Retrieval-Augmented Generation) waa hab model-ka AI-ga xog dibadda ah loogu siiyo intaanu jawaabin: su'aasha markaad weydiiso, qaybaha xogtaada ee la xiriira ayaa marka hore la soo raadiyaa (retrieval), kadibna model-ku jawaabta ayuu ka soo saaraa (generation).
Sidoo kale loo yaqaan
RAG, Retrieval-Augmented Generation, RAG system
Sharaxaad
Model-ku wuxuu yaqaannaa waxa lagu tababaray oo keliya. Documents-ka shirkaddaada, policy-ga, PDF-yadaada iyo xogta cusub ma yaqaanno, marna wuu iska hindisaa (hallucination). RAG wuxuu xalliyaa taas: xogtaada waxaad u kala jartaa qaybo (chunks), qayb kasta waxaad u beddeshaa vector (embedding), vector database ayaadna ku kaydisaa. Su'aal markay timaado, su'aashana vector ayaa laga dhigaa, qaybaha ugu dhow ayaa la soo saaraa, model-kana context ahaan ayaa loo siiyaa: "xogtan ku jawaab".
Natiijadu waa AI xogtaada ku salaysan, oo isha jawaabta tusi kara, oo aan u baahnayn model dib loo tababaro. Sidaas ayaa chat-with-PDF, customer support bots iyo assistants-ka shirkadaha loo dhisaa. Waa xirfadda ugu badan ee AI engineer-ka laga rabo.
Tusaale
Chat-with-PDF: user-ku PDF ayuu soo shubaa, app-ku wuu kala jaraa oo vector database ku kaydiyaa. User-ku wuxuu weydiiyaa "qandaraaskan muddadiisu waa intee?", app-ku qaybaha ku saabsan muddada ayuu soo raadiyaa, model-kana jawaab sax ah ayuu ka soo saaraa, bogga uu ka helayna wuu tusaa.
Halkee ayaad Dugsiiye ku baranaysaa?
RAG system dhammaystiran, embeddings, vector database iyo chat-with-PDF: AI Engineering Masterclass. Mentorship-ka: Professional AI Engineer Track.
Video-ga
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Koorsooyinka
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Su'aalo
Su'aalaha badanaa la weydiiyo
- RAG iyo fine-tuning?
- Fine-tuning model-ka ayaa la beddelaa, waa qaali oo waqti qaata. RAG xog ayaa la siiyaa, waa jaban oo isla markiiba la cusboonaysiin karaa. Xog isbeddesha, RAG.
- Vector database waa maxay?
- Database xogta u kaydiya tirooyin (vectors) macnaha matalaya, si xogta isku dhow si degdeg ah loo helo. Pinecone, Qdrant iyo pgvector waa tusaalayaal.
Ereyo la xiriira
Sii wad akhriska
Waa Maxay context?
Context waa wax walba oo model-ku "arkayo" markuu jawaab soo saarayo: prompt-kaaga, sheekadii hore, files-ka aad siisay iyo tilmaamaha system-ka. Xadka uu qaadi karo waxaa la yiraahdaa context window.
Waa Maxay model?
Model waa barnaamij AI ah oo xog aad u badan lagu tababaray (training), si uu su'aal markaad weydiiso jawaab u soo saaro. ChatGPT, Claude, Gemini iyo LLaMA mid walba waa model.
Waa Maxay database?
Database waa nidaam xog lagu kaydiyo, laga soo raadiyo, laguna cusboonaysiiyo si habaysan. Application kasta oo xogtiisu ay ahaato mid joogto ah, sida users, orders iyo posts, database ayuu isticmaalaa.