In this 2-hour project-based course, you will learn how to import data into Pandas, create embeddings with SentenceTransformers, and build a retrieval augmented generation (RAG) system with your data, Qdrant, and an LLM like Llamafile or OpenAI. This hands-on course will teach you to build an end-to-end RAG system with your own data using open source tools for a powerful generative AI application.
Introduction to Retrieval Augmented Generation (RAG)
Introduction to Retrieval Augmented Generation (RAG)
Instructor: Alfredo Deza
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4.4
(29 reviews)
Intermediate level
Recommended experience
2 hours
Learn at your own pace
Hands-on learning
What you'll learn
Create a Retrieval Augmented Generation system
Use your own data with a Large Language Model
Skills you'll practice
Details to know
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Taught in English
No downloads or installation required
Only available on desktop
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About this Guided Project
Learn step-by-step
In a video that plays in a split-screen with your work area, your instructor will walk you through these steps:
Create Embeddings
Recommended experience
Some experience with Python, including installing dependencies. Familiarity with the terminal is recommended
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How you'll learn
Skill-based, hands-on learning
Practice new skills by completing job-related tasks.
Expert guidance
Follow along with pre-recorded videos from experts using a unique side-by-side interface.
No downloads or installation required
Access the tools and resources you need in a pre-configured cloud workspace.
Available only on desktop
This Guided Project is designed for laptops or desktop computers with a reliable Internet connection, not mobile devices.
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Learner reviews
4.4
29 reviews
- 5 stars
65.51%
- 4 stars
20.68%
- 3 stars
3.44%
- 2 stars
6.89%
- 1 star
3.44%
Showing 3 of 29
ST
5
Reviewed on Oct 6, 2024
The guided project helped me understand RAG and its application in a concise and accurate manner. The project code was very helpful in understanding the workflow of implementing RAG with LLMS.
SB
4
Reviewed on Nov 17, 2024
4 stars only because of difficulty getting the Jupyter environment working. Instructor was amazing and informative. Will be signing up for more courses!
JC
5
Reviewed on May 16, 2024
Good Exercise for introduction RAG by LLM and VectorDB
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Frequently asked questions
By purchasing a Guided Project, you'll get everything you need to complete the Guided Project including access to a cloud desktop workspace through your web browser that contains the files and software you need to get started, plus step-by-step video instruction from a subject matter expert.
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Guided Project instructors are subject matter experts who have experience in the skill, tool or domain of their project and are passionate about sharing their knowledge to impact millions of learners around the world.