English | MP4 | AVC 1920×1080 | AAC 44KHz 2ch | 82 lectures (13h 14m) | 11.99 GB
Automate Everything: n8n, LLMs, OpenAI API, Deepseek, Ollama & RAG! Business & Private AI Agents; More than just ChatGPT
AI Automation is the Future!
But how does it really work? And how can AI optimize business processes—on a whole new level, far beyond ChatGPT? The answer: AI Agents.
This course guides you through both essential and advanced concepts in automation using AI automation, AI agents, LLMs, vector databases, Retrieval-Augmented Generation (RAG), and n8n. You’ll learn how to create powerful automations, build intelligent AI agents, and seamlessly integrate them into your workflows to enhance both business and personal projects.
Additionally, you’ll receive 29 downloadable JSON workflows to accelerate your learning and implementation.
What You’ll Learn in This Course:
Fundamentals of Automation, AI Agents & LLMs
Dive into the world of AI automation:
- Introduction to automation, AI agents & essential tools (n8n, Make, Zapier, LangChain, LangGraph, Flowise).
- Understanding APIs and their role in automation.
- LLMs explained: ChatGPT, Claude, Gemini, Deepseek, Llama, Mistral & more.
- OpenAI API: Pricing structure, GDPR-compliant usage & project setup.
- Function calling with LLMs: How AI agents use tools like calendars, emails, web search, webhooks, Airtable, Google Sheets, and more.
- RAG (Retrieval-Augmented Generation): Vector databases & embeddings explained.
n8n Basics: Installation & First Workflows
Master the fundamentals of n8n, the key to intelligent automation:
- Local installation with Node.js & using the web version without installation.
- Importing, exporting, and selling workflows.
- Setting up automations with Airtable, Google Sheets & Google Cloud.
- Using simple JavaScript variables in automation.
Expanding AI Automation with LLMs
Build advanced AI-powered automations:
- Email automation with OpenAI API, Gmail, and Airtable.
- Real-time sentiment analysis & database storage.
- Integrating open-source LLMs (Deepseek R1, Llama, Mistral) into automation.
- Using any LLM API in n8n (Deepseek API, Groq API & more).
Integrating AI Agents & RAG Chatbots into Workflows
Automate customer communication & data processing:
- RAG Agent: Automatically updating vector databases with Google Drive.
- RAG Chatbot using AI agent nodes, embeddings & retrieval techniques.
- AI-powered email agents for automated summaries & responses.
Prompt Engineering for AI Agents
Optimize your prompts for better AI responses:
- Principles & best practices for effective prompt engineering.
- Avoiding errors & precisely controlling AI outputs.
Hosting, Social Media & Advanced Automations
Expand your automations with self-hosting & real-time integrations:
- n8n self-hosting with Render & other options.
- Using AI agents in WhatsApp & Telegram.
- Social media automation with sub-workflows, webhooks & web scraping.
Debugging & Optimizing API Integrations
Enhance performance & error handling in n8n workflows:
- Debugging strategies for error-free n8n automations.
- Connecting Flowise AI agents with webhooks & Google Sheets.
- Extending n8n with Flowise & JavaScript custom tools.
Building a Business with AI Automation & AI Agents
Leverage your skills to create a profitable AI automation business:
- Selling automations & AI agents as services.
- Developing market-ready RAG bots for lead generation & website integration.
- Marketing strategies for successfully selling AI solutions.
Optimizing RAG Chatbots: Data Quality & Chunking
Improve AI responses with optimized data strategies:
- Chunk size, overlap & data quality for better chatbot performance.
- Using Firecrawl for web data extraction in Markdown format.
- LlamaIndex & LlamaParse for data preprocessing in Google Colab.
Security, Privacy & Ethical Considerations
Protect your AI agents & ensure GDPR compliance:
- Understanding & preventing jailbreaks, prompt injections & data poisoning.
- Ensuring copyright & data protection for AI-generated content.
- Key legal frameworks: EU AI Act & more
Additionally, you’ll gain access to 29 ready-to-use JSON workflows, available for download to streamline your learning experience and accelerate implementation.
Become an Expert in AI Agents & Automation!
After this course, you will have a deep understanding of AI automation, n8n, LLMs & RAG and be able to develop, optimize, and deploy powerful AI agents for business applications.
What you’ll learn
- Fundamentals of Automation, AI Agents & LLMs (ChatGPT, Claude, Gemini, Deepseek, Llama, Mistral & more)
- Introduction to automation & key tools (n8n, Make, Zapier, LangChain, LangGraph, Flowise)
- Understanding and utilizing APIs for automation
- OpenAI API: Pricing structure, compliant usage & project setup
- Function calling with LLMs: Using calendars, emails, web search, webhooks, Airtable, Google Sheets & more
- Everything about vector databases, embedding models & Retrieval-Augmented Generation (RAG)
- n8n Basics & Automation Applications
- Basics of n8n: Installation, importing, exporting & selling workflows
- Automations with Airtable, Google Sheets & Google Cloud
- Using simple JavaScript variables in automation
- Expanding AI automation with LLMs: Email automation, sentiment analysis, databases
- Integrating open-source LLMs (Deepseek R1, Llama, Mistral) into automation
- Using external LLM APIs in n8n (Deepseek API, Groq API & more)
- AI Agents & RAG Chatbots in Workflows
- Integrating AI agents & RAG chatbots into workflows
- Automated vector database updates with Google Drive
- RAG chatbot with AI agent node, embeddings & retrieval techniques
- AI-powered email agents for automated summaries & responses
- Prompt engineering: Principles, best practices & avoiding errors
- Hosting, Social Media & Advanced Automations
- n8n self-hosting with Render & other options
- Using AI agents in WhatsApp, Telegram & social media
- Web scraping & automation with sub-workflows & webhooks
- Debugging strategies for error-free n8n automation
- Connecting Flowise AI agents with webhooks & Google Sheets
- Extending n8n with Flowise & JavaScript custom tools
- Business & Market Aspects of AI Automation
- AI automation as a business: Selling automation & AI agents
- Creating market-ready RAG bots for lead generation & website integration
- Marketing strategies for successfully selling AI solutions
- Optimizing RAG chatbots: Chunk size, overlap & data quality
- LlamaIndex & LlamaParse for data preprocessing in Google Colab
- Using Firecrawl for web data extraction in Markdown format
- Security, privacy & ethical concerns: Jailbreaks, prompt injections & data poisoning
- Copyright & data protection for AI-generated data
- Legal frameworks: EU AI Act & more
Table of Contents
Introduction
1 Welcome
2 Course Overview
3 Important Tips for the Course
4 Explanation of the Links that you need in the Course
5 Important Links
Basics Automation LLMs Function Calling Vector Databases RAG Explained
6 What to Expect in This Section
7 What Are Automations AI Automation and AI Agents
8 What Is an API Client and Server
9 Tools for Automation AI Agents n8n Make Zapier LangChain Flowise More
10 What are LLMs like ChatGPT Claude Gemini Llama Deepseek Grok etc
11 OpenAI API Explained Pricing Project Setup Management Compliance
12 Test Time Compute TTS Explained Thinking Models like Deepseek R1 OpenAI o3
13 What is Function Calling in LLMs for AI Agents and AI Automations
14 Vector Databases Embedding Models RetrievalAugmented Generation RAG
15 Key Takeaways
n8n Basics Installation Interface First Simple Workflows
16 What This Section Covers
17 Local Installation of n8n with Nodejs Interface Overview
18 Managing Node Versions Fixing Errors in n8n Installation
19 Updating n8n Locally via Nodejs
20 Testing n8n for Free Without Local Installation
21 First Automation Automatically Save Bookings from On Form Submit in Airtable
22 Importing Exporting and Selling Workflows as JSON
23 Automatically Backing Up Airtable Data Locally
24 Connecting Google Sheets with n8n Google Cloud Platform Console
25 Recap
Expanding Automations with LLMs AI
26 Overview of This Section
27 Email Automation for Customer Bookings with OpenAI ChatGPT Gmail Airtable
28 Sentiment Analysis with LLMs Storing Data in Airtable OpenAI API
29 Using OpenSource LLMs with Ollama Deepseek R1 Llama Mistral More
30 Integrating Any LLM into n8n via APIs Deepseek API Groq Gemini Claude More
31 Recap of Automations with LLMs in n8n
AI Agents RAG Chatbots in Your Automations Email Automation
32 What to Expect in This Section
33 RAG Agent Part 1 Automatic Vector Database Updates with Google Drive
34 RAG Chatbot Part 2 AI Agent Node Vector Database Embeddings More
35 Email Agent with SubWorkflows Vector Database Google Sheets More
36 The Fastest Way to Build an Email Agent
37 Automatically Summarizing All New Emails of the Day with LLMs at 7AM
38 AIPowered Email Automation Filtering Messages AutoReplying
39 Recap Practical Task
Prompt Engineering for AI Agents AI Automations
40 Prompt Engineering for AI Agents AI Automations Systemprompts
41 Key Principles of Prompt Engineering for AI Agents Automations Atricle
Hosting Tool Integration Telegram WhatsApp Calendar Scraping More
42 Hosting n8n SelfHosting with Render Other Options
43 Integrating AI Agents Automations into WhatsApp
44 Code Snippet Dynamic Expression for WhatsApp as Download
45 Using AI Agents SubWorkflows with Telegram Trigger Node
46 Telegram Agent Automating Emails Calendars More via Voice Text
47 Push the Boundaries Big AIAgent that can talk and automate everything
48 More Practical Examples Social Media Automation Scraping Crawling More
49 My BEST Tip for Building and Prompting AIAgents
50 Recap
Debugging Workflows Integrating Other AppsAPIs with HTTP Requests Webhooks
51 What to Expect Debugging Controlling n8n from Other Apps with Webhooks
52 Finding Errors in n8n Workflows with This Automation Debugging n8n
53 Flowise AI Agent n8n Webhook Integrate Sheets with JavaScript HTTP request
54 JavaScript Code for the Flowise Custom Tool as Download fetch for HTTPRequest
55 One more example for Webhooks and HTTPS request
56 Recap of Webhooks HTTP Requests and Error Trigger Nodes
Integrate Apps in Websites and Build a Business with AI Automation AI Agents
57 Overview of This Section AI Automation as a Business
58 What AI Automations Agents Can Be Sold
59 MarketReady RAG Bot for Lead Generation n8n Pinecone Google Sheets
60 RAG Lead Bot as a Standalone App with a Published URL
61 Integrating RAG Bots into Websites HTML WordPress Custom CSS Branding
62 Selling Automations AI Agents Marketing Offers Price Sales More
63 Web Scraping with Software Quickly Find Many Leads
64 Summary Additional Tips
Optimizing RAG Chatbots Data Quality Chunk Size Overlap Embeddings More
65 Optimizing RAG Chatbots Data Quality Chunk Size Overlap Embeddings More
66 Scraping Webpages and Converting HTML PDFs to Markdown for Better RAG
67 Efficient RAG with LlamaIndex LlamaParse Data Preparation for PDFs CSVs
68 Chunk Size and Chunk Overlap for your Embeddings Better RAG Application
69 Recap Data Quality Chunk Size Overlap Embeddings for betther RAG
Problems Security Compliance Copyright Data Protection GDPR EU AI Act
70 First Problems and what will we Learn in this Section
71 Jailbreaks A Method to Hack LLMs and AIAgents Automations with Prompts
72 Prompt Injections Another Security Vulnerability of LLMs Agents Automations
73 Data Poisoning and Backdoor Attacks
74 Copyrights Intellectual Property of Generated Data from AI Agents
75 Privacy Protection for your own and Client Data
76 Censorship Alignment Bias in LLMs Deepseek ChatGPT Claude Gemini Dolphin
77 License of n8n Can you sell AI agents AI Automations or the Codebase from n8n
78 EU US Compliance GDPR DSGVO CCPACPRA the EU AI Act
79 Overview of the EU AI Act for ChatBots AI Agents CCPACPRA Deep Research
80 DSGVO GDPR Compliance for Chatbots AI Agents CCPACPRA Deep Research
81 Recap Important Points to Remember
Whats Next
82 Recap Thank You Next Steps
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