{"repo":"Ratnesh-181998/AI-Engineer","free":true,"listed":false,"github":"https://github.com/Ratnesh-181998/AI-Engineer","clone":"git clone https://github.com/Ratnesh-181998/AI-Engineer.git","description":"AI Engineering Specially Topics- Agentic AI & GenAI Explanation","language":null,"stars":111,"topics":["agentic-ai","ai-agents","astradb","autogen","chromadb","crewai","embedding-models","faiss","generative-ai","groq"],"license":"Apache-2.0","category":"ai-agents","readme_excerpt":"--- --- Agentic AI Generative AI LLMs RAG Agentic AI Frameworks 🌈 TOPICS detailed explanations --- 𝗨𝗻𝗱𝗲𝗿𝘀𝘁𝗮𝗻𝗱𝗶𝗻𝗴 𝘁𝗵𝗲 𝗟𝗮𝘆𝗲𝗿𝘀 𝗼𝗳 𝗔𝗜 AI agents roadmap divided into 3 levels GenAI vs AI Agents vs Agentic AI vs ML vs Data Science vs LLM vs Cognitive architectures. There are 3 AI workflows worth knowing: --- 🚀 𝗧𝗵𝗲 𝗔𝗴𝗲𝗻𝘁𝗶𝗰 𝗔𝗜 𝗨𝗻𝗶𝘃𝗲𝗿𝘀𝗲 — 𝗙𝗿𝗼𝗺 𝗙𝗼𝘂𝗻𝗱𝗮𝘁𝗶𝗼𝗻𝘀 𝘁𝗼 𝗔𝘂𝘁𝗼𝗻𝗼𝗺𝗼𝘂𝘀 𝗜𝗻𝘁𝗲𝗹𝗹𝗶𝗴𝗲𝗻𝗰𝗲 AI Engineer --- Different Types of Retrieval in RAG System --- Understanding the Layers of Intelligence in Modern AI Systems --- Understanding the MCP Workflow: How AI + Tools Work Together Seamlessly Building Agents with Model Context Protocol Full Workshop NVIDIA Live with CEO Jensen Huang AI 5 Layer Cake: - 1. Energy - 2. Chips - 3. Infrastructure - 4. Models - 5. Applications Stanford’s LLM lecture series AI Periodic Table Explained: Mapping LLMs, RAG & AI Agent Frameworks A RAG chatbot = PR + EM + VX + RG + LG + GR An Agentic system = AG + FC + FW (looping until the goal is achieved) --- 🚀 AI Periodic Table: A Simple Way to Understand Modern AI Systems - AI systems are becoming increasingly complex — LLMs, RAG, agents, tools, guardrails, multimodal models… it’s easy to get lost.Just like the chemistry periodic table, it organizes AI into foundational elements, compositions, deployment patterns, and emerging capabilities. 🔹 Row 1 – Primitives (Foundations) - Prompts (PR) – instructions that drive behavior - Embeddin","default_branch":null,"files":null,"tree":[],"storefront":"/r/Ratnesh-181998","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/Ratnesh-181998/AI-Engineer/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}