Jason Liu – Systematically Improving RAG Applications

Description

Jason Liu – Systematically Improving RAG Applications

Learn directly from Jason

Jason Liu

Staff machine learning engineer, currently working as an AI consultant

Jason has built search and recommendation systems for the past 8 years. He has consulted and advised a dozens startups in the last year to improve their RAG systems. He is the creator of the Instructor Python library.

Who this course is for

• A product leader, engineer, or data scientist looking to move beyond ad-hoc RAG prototypes into scalable, production-grade AI solutions.
• A professional who understands LLM basics but wants a repeatable, data-driven methodology to improve retrieval relevance, latency, and user
• Eager to create feedback loops that continuously refine and enhance the quality of RAG applications as models, data, and user needs evolve.

Prerequisites

• Deployed a RAG System

The goal of this course is not just to share with you a how-to guide, but rather how to systematically improve these architectures.

• Optional (Python)

We have over 20 iPython notebooks that you can explore, run code to be more hands-on with the experiments that we plan to run.

What’s included

Live sessions

Learn directly from Jason Liu in a real-time, interactive format.

6 Prerecorded Lectures

Short, focused videos that unpack the full RAG-improvement framework that you can rewatch anytime.

6+ Office Hour Q&As

Open office hours for deep dives, debugging help, and personalized feedback.

12 Hands-On Python Notebooks

Ready-to-run notebooks & walkthrough videos so you can practice every concept instantly.

Lifetime Slack Community

Private Slack for peer reviews, job leads, and ongoing support forever.

Expert Speaker Library

Curated talks from builders running large-scale RAG systems in production.

$2K+ in Cloud & AI Credits

Test vector DBs, LLM APIs, and infra with over $2,000 in partner credits.

Free Future Re-Enrollment

Join any future cohort at no cost and get updated content and live coaching again whenever you need it.

Certificate of completion

Showcase your advanced RAG skills to clients, employers, and your LinkedIn network.

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