About this certification
The "Build Practical RAG AI Agents and Workflows with n8n Automation" certification empowers you to create AI agents that deliver precise answers using your own data through advanced automation. Gain hands-on expertise in n8n for workflow automation, robust data ingestion, and developing reliable, real-world Retrieval Augmented Generation (RAG) systems,skills that boost productivity, adaptability, and your career potential. Enroll now to master in-demand techniques for building scalable AI solutions with confidence.
This certification covers the following topics:
- Core principles of Retrieval Augmented Generation (RAG)
- Designing and automating data ingestion pipelines in n8n
- Handling diverse file types and integrating OCR for PDFs
- Text chunking strategies for optimal retrieval
- Generating and storing vector embeddings with Superbase and alternatives
- Managing duplicate documents with record management techniques
- Configuring triggers such as Google Drive integration and web scraping
- Leveraging metadata for precise information retrieval
- Querying vector stores and transforming questions into grounded answers
- Prompt engineering for accurate and rule-based AI responses
- Implementing advanced RAG techniques: hybrid search, re-ranking, and contextual retrieval
- Building robust, automated AI workflows and addressing real-world challenges
