Augmented Generation for Better LLMs – RAG vs. CAG Explained скачать в хорошем качестве

Augmented Generation for Better LLMs – RAG vs. CAG Explained

You can book One to one consultancy session with me on Mentoga: https://mentoga.com/muhammadaammartufail #codanics #dataanalytics #pythonkachilla #pkc24 #dsaamp ✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅ 4-Months of Data Science to AI Agents Mentorship Program (DSAAMP) Hurry up! Register now, only few seats available. More information about the course and the registration link to google form: https://forms.gle/8dHbiu2TGmHTzgYY8 ✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅✅ Large Language Models (LLMs) ko aur zyada powerful banane ke liye sirf model size badhana kaafi nahin—unko Augmented Generation techniques ke sath combine karna zaroori hai. Iss video mein hum do trending strategies, RAG (Retrieval‑Augmented Generation) aur CAG (Context‑Augmented Generation), ko detail se samjhenge: 🔍 Kya Seekhenge? 1. RAG Basics – External knowledge base se live data fetch karke hallucination reduce karna. 2. CAG Overview – User‑specific or task‑specific context ko prompt chain ke zariye inject karna. 3. Architecture Deep‑Dive – Retriever + Generator pipeline vs. Contextual memory buffer. 4. Real‑World Use Cases – Chatbots, customer support, legal & medical Q/A, code assistance. 5. Performance Comparison – Accuracy, latency, cost trade‑offs; kab RAG best hai, kab CAG. 6. Hands‑On Demo – Python snippets (LangChain, LlamaIndex) for quick prototype. 7. Future Trends – Multimodal retrieval, hybrid agents, and knowledge graphs. 💡 Key Takeaways • RAG = “Dynamic Google” for your LLM. • CAG = “Personal Memory Booster” for consistent context. • Dono strategies milkar GPT‑4/Gemini level models ko bhi smarter bana sakti hain! ⸻ Stay Connected 1. Subscribe karein taake aur AI architecture tutorials miss na hon. 2. Like & Share karein agar aapko yeh breakdown helpful laga ho. 3. Comment section mein apne sawal ya use‑cases share karein—hum reply zaroor karenge! ⸻ Hashtags (with #, space‑separated) #RAG #CAG #AugmentedGeneration #LLM #AI #MachineLearning #LangChain #PromptEngineering #codanics #urdu #hindi #pakistan #india #science #recent #2025 #babaaammar #aammartufail --------------------------------------------------------------------------------------------------------------------------------------- Here is the playlist with all free crash courses:    • Complete Courses on Data Science Pyth...   Please share and like this video, also write your comment here and subscribe our channel. --------------------------------------------------------------------------------------------------------------------------------------- ✅Our Free Books: https://codanics.com/books/abc-of-sta... ✅Our website: https://www.codanics.com ✅Our Courses: https://www.codanics.com/courses ✅Our YouTube Channel:    / @codanics   ✅ Our whatsapp channel: https://whatsapp.com/channel/0029Va7n... ✅Our Facebook Group:   / codanics   ✅Our Discord group for community Discussion:   / discord   ✉️For more Details contact us at [email protected]