RAG Agents: Build Apps & GPTs with APIs/MCP, LangChain & n8n

AI Agents & LLMs with RAG: n8n, LangChain, LangGraph, Flowise, MCP & more – with ChatGPT, Gemini, Claude, DeepSeek & Co.
4.90 (29 reviews)
Udemy
platform
English
language
Data Science
category
RAG Agents: Build Apps & GPTs with APIs/MCP, LangChain & n8n
648
students
18 hours
content
May 2025
last update
$54.99
regular price

What you will learn

Introduction to RAG workflows & tools like Google’s NotebookLM with essential tips

LLM fundamentals & RAG technologies: ChatGPT, Claude, Gemini, Deepseek, Llama, Mistral, xAI, Grok, Function Calling, vector databases, embeddings & chunking

ChatGPT basics & model management: interface, models, settings, GPTs, OpenAI Playground & test‑time compute

Building RAG chatbots with Custom GPTs: data preparation from PDFs, HTML webpages, YouTube videos, CSV data sources & writing‑style adaptation

Open‑source RAG with Ollama & AnythingLLM: installation, models, optimizing chunking & embeddings & creating a local bot

Agent capabilities & multi‑LLM integration: system prompts, temperature control, web search, scraping & AI‑agent features with Flowise/LangGraph

OpenAI API & Flowise for RAG agents: pricing, project setup, GDPR compliance, Playground vs. Response API, Node.js installation, Marketplace & OpenAI Assistant

Advanced Flowise workflows: web scraping, embeddings, vector databases, HTML splitter, JSON import/export & tool agents (email, calendar, Airtable, webhooks)

Custom chatbot UI & self‑hosting: frontend development, Ollama & LangChain, hosting on Render, Replit branding, WordPress integration & Flowise configuration

RAG agents with n8n: local installation, interface, triggers/actions, Pinecone automation via Google Drive, workflows & AI‑agent node

Combining & marketing Flowise & n8n: RAG lead‑bots, website integration, CSS branding, sales, marketing, customer acquisition & offer strategies

Special RAG strategies: n8n MCPs with Claude Desktop, webhooks, GPT Actions, cache‑augmented generation, GraphRAG, LightRAG & contextual retrieval

Security, data protection & legal framework: jailbreaks, prompt injections, data poisoning, censorship, GDPR basics, EU AI Act & copyright

Strategies of leading AI providers & comparison: OpenAI, Anthropic, Microsoft, Google xAI, Meta’s LlaMA, Deepseek, Mistral & others

Course Gallery

RAG Agents: Build Apps & GPTs with APIs/MCP, LangChain & n8n – Screenshot 1
Screenshot 1RAG Agents: Build Apps & GPTs with APIs/MCP, LangChain & n8n
RAG Agents: Build Apps & GPTs with APIs/MCP, LangChain & n8n – Screenshot 2
Screenshot 2RAG Agents: Build Apps & GPTs with APIs/MCP, LangChain & n8n
RAG Agents: Build Apps & GPTs with APIs/MCP, LangChain & n8n – Screenshot 3
Screenshot 3RAG Agents: Build Apps & GPTs with APIs/MCP, LangChain & n8n
RAG Agents: Build Apps & GPTs with APIs/MCP, LangChain & n8n – Screenshot 4
Screenshot 4RAG Agents: Build Apps & GPTs with APIs/MCP, LangChain & n8n

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6576797
udemy ID
17/04/2025
course created date
14/05/2025
course indexed date
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