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Course Description

Retrieval-augmented generation (RAG) takes AI-powered systems to the next level, allowing chatbots and applications to tap into external knowledge sources for smarter, more accurate responses. In this course, you will discover how RAG works, experimenting with retrieval techniques and designing workflows that enhance LLM performance. From connecting chatbots to relational databases to integrating advanced RAG tools like knowledge graphs, you'll gain experience building systems that process multiple types of data seamlessly. Guided exercises will show you how to scale AI for complex applications, equipping you to create solutions that align with real-world demands for dynamic, context-driven problem solving.

Faculty Author

Ayham Boucher

Benefits to the Learner

  • Define retrieval-augmented generation (RAG) and its role in AI
  • Build and test basic RAG chatbots for targeted applications
  • RAG over a relational database
  • Enhance chatbot performance with advanced RAG techniques
  • Apply graphs to RAG pipelines

Target Audience

  • Software engineers and developers
  • Data scientists and analysts
  • Machine learning engineers
  • AI and NLP Practitioners
  • Technical product managers
  • CTO and tech executives

Applies Towards the Following Certificates

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Enroll Now - Select a section to enroll in
Type
2 week
Dates
Feb 04, 2026 to Feb 17, 2026
Total Number of Hours
20.0
Course Fee(s)
Standard Price $999.00
Section Notes

IMPORTANT COURSE INFORMATION

  • This program includes two years of free access to the AI Symposium! Symposium features various live, highly participatory virtual Zoom sessions to explore today’s most pressing topics with your peers.Throughout the year, you may participate in as many sessions as you wish. Attending a Symposium is not required to successfully complete the certificate program.
Type
2 week
Dates
Apr 15, 2026 to Apr 28, 2026
Total Number of Hours
20.0
Course Fee(s)
Standard Price $999.00
Section Notes

IMPORTANT COURSE INFORMATION

  • This program includes two years of free access to the AI Symposium! Symposium features various live, highly participatory virtual Zoom sessions to explore today’s most pressing topics with your peers.Throughout the year, you may participate in as many sessions as you wish. Attending a Symposium is not required to successfully complete the certificate program.
Type
2 week
Dates
Jun 24, 2026 to Jul 07, 2026
Total Number of Hours
20.0
Course Fee(s)
Standard Price $999.00
Section Notes

IMPORTANT COURSE INFORMATION

  • This program includes two years of free access to the AI Symposium! Symposium features various live, highly participatory virtual Zoom sessions to explore today’s most pressing topics with your peers.Throughout the year, you may participate in as many sessions as you wish. Attending a Symposium is not required to successfully complete the certificate program.
Type
2 week
Dates
Sep 02, 2026 to Sep 15, 2026
Total Number of Hours
20.0
Course Fee(s)
Standard Price $999.00
Section Notes

IMPORTANT COURSE INFORMATION

  • This program includes two years of free access to the AI Symposium! Symposium features various live, highly participatory virtual Zoom sessions to explore today’s most pressing topics with your peers.Throughout the year, you may participate in as many sessions as you wish. Attending a Symposium is not required to successfully complete the certificate program.
Type
2 week
Dates
Nov 11, 2026 to Nov 24, 2026
Total Number of Hours
20.0
Course Fee(s)
Standard Price $999.00
Section Notes

IMPORTANT COURSE INFORMATION

  • This program includes two years of free access to the AI Symposium! Symposium features various live, highly participatory virtual Zoom sessions to explore today’s most pressing topics with your peers.Throughout the year, you may participate in as many sessions as you wish. Attending a Symposium is not required to successfully complete the certificate program.
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