intermediateFree
Building and Evaluating Advanced RAG Applications
by Jerry Liu & Anupam Datta · DeepLearning.AI
4.6(5,500 reviews)
90K+ enrolled1 hourUpdated 2024-08
What You'll Learn
Understand the fundamentals and key concepts of RAG
Apply RAG techniques to solve real-world problems
Understand the fundamentals and key concepts of LLMs
Apply LLMs techniques to solve real-world problems
Understand the fundamentals and key concepts of vector databases
Apply vector databases techniques to solve real-world problems
About This Course
Build production-grade RAG pipelines with sentence-window retrieval, auto-merging, and evaluation using TruLens.
Curriculum
Module 1: RAG & LLMs6 lessons
- Introduction to RAG
- RAG in Practice
- Hands-on Exercise: RAG
- Introduction to LLMs
- LLMs in Practice
- Hands-on Exercise: LLMs
Module 2: Vector databases & Embeddings6 lessons
- Introduction to vector databases
- Vector databases in Practice
- Hands-on Exercise: Vector databases
- Introduction to embeddings
- Embeddings in Practice
- Hands-on Exercise: Embeddings
Module 3: Evaluation3 lessons
- Introduction to evaluation
- Evaluation in Practice
- Hands-on Exercise: Evaluation
Instructor
Jerry Liu & Anupam Datta
Instructor at DeepLearning.AI
Pros & Cons
Pros
- Completely free to access
- High-quality video lectures
- Taught by Jerry Liu & Anupam Datta
- Well-structured curriculum
Cons
- No certificate provided
- Self-paced requires discipline
Free
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