Introduction to Retrieval Augmented Generation (RAG)
Completed by DURGESH SINGH
March 17, 2025
3 hours (approximately)
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What you will learn
Demonstrate Large Language Model capabilities in Natural Language based Automations.
Demonstrate the use of RAG Applications in a range of problems they can solve.
Use Vector Databases as a Storage Medium of Language Embeddings in RAG Applications.
Develop RAG Applications using LLM Frameworks, Models and Vector Databases.
Skills you will gain
- Category: AI Workflows
- Category: ChatGPT
- Category: Embeddings
- Category: Google Gemini
- Category: OpenAI API
- Category: LLM Application
- Category: Prompt Engineering
- Category: Large Language Modeling
- Category: Generative AI Agents
- Category: LangChain
- Category: Token Optimization
- Category: Agentic Workflows

