Description
Curriculum
Instructor
Reviews
This course provides a comprehensive guide to building enterprise-level Large Language Model (LLM) applications, with a focus on Retrieval-Augmented Generation (RAG). You’ll learn the intricacies of designing scalable, efficient pipelines while tackling real-world challenges like large document retrieval, query ambiguity, and generation complexities. The course covers advanced techniques for indexing, query optimization, retrieval enhancements, and generation refinements. By the end, you’ll be equipped with the knowledge to build robust, scalable, and efficient LLM applications for enterprise use.
What you'll learn
- Understand the limitations of basic RAG pipelines and how to optimize them.
- Overcome generation challenges such as hallucinations and chaotic contexts with techniques like ThoT and Chain of Note.
- Address query-related challenges like ambiguity, multi-query retrieval, and transformations.
- Enhance retrieval with hybrid search, hierarchical indexing, and sentence windowing.
- Optimize document chunking, embedding models, and retrieval methods.
- Implement access control and governance for secure enterprise LLM applications.
$100.00
Login to access the course
100% positive reviews
509 students
3 lessons
English
Skill level All levels
Courses you might be interested in
Access recordings of all previous sessions to catch up on missed content, revisit key discussions, or enhance your understanding after the live training. These recordings provide a valuable resource for...
-
5 Lessons
$100.00
Access the full recordings from the 5-day LLM Bootcamp to catch up on missed content or revisit critical discussions. These recordings allow you to review key concepts and techniques at...
-
17 Lessons
$100.00
In this hands-on course, learners will build functional LLM applications by choosing one of three projects: a Basic Chatbot for general queries, a Chatbot Agent for personalized responses using integrated...
-
4 Lessons
$100.00
This course covers the essential practices and tools for managing large language models (LLMs) in production environments. It focuses on how to responsibly and efficiently handle LLMs throughout their lifecycle,...
-
2 Lessons
$100.00