LinkedIn – Building a RAG Solution from Scratch 2025-1

Building a RAG Solution from Scratch course. In this course, Axel Sirota teaches you how to use the Retrieval Augmented (RAG) technique to improve the capabilities of large language models (LLMs). You will learn the basic concepts and practical applications of RAG, and focus on building chatbots and decision support systems in various domains. You will gain hands-on experience building RAG systems with TensorFlow, Keras, and Hugging Face, using the MIMIC-III dataset to build a healthcare chatbot that can answer questions or suggest diagnoses. By the end of the course, you will be able to implement RAG solutions that combine robust retrieval mechanisms with production models in domains such as healthcare, legal, and customer service.

What you will learn:

• Generative AI
• Retrieval-Augmented Generation (RAG)

This course is suitable for people who:

• Are interested in learning advanced techniques in the field of artificial intelligence.
• They are looking to build chatbots and intelligent support systems.
• They want to work with large language models.
• They are interested in practical applications of artificial intelligence in various fields.