Simplest RAG Explanation with Working Code! Beginner Friendly Step-by-Step Example

Code is available here - https://colab.research.google.com/drive/1Bc3MTU7D8pRY_D4M-MiGahbDusfFO_DX?usp=sharing

𝐍𝐨𝐭𝐞𝐬 𝐚𝐫𝐞 𝐚𝐯𝐚𝐢𝐥𝐚𝐛𝐥𝐞 𝐡𝐞𝐫𝐞 𝐟𝐨𝐫 𝐅𝐫𝐞𝐞 - https://register.educosys.com/new-courses/32-free-machine-learning-course

If you appreciate the content and the hard work, Please 𝐬𝐮𝐛𝐬𝐜𝐫𝐢𝐛𝐞 - https://www.youtube.com/@KeertiPurswani

𝐂𝐡𝐞𝐜𝐤𝐨𝐮𝐭 𝐝𝐞𝐭𝐚𝐢𝐥𝐬 𝐚𝐧𝐝 𝐞𝐧𝐫𝐨𝐥𝐥 𝐟𝐨𝐫 𝐨𝐮𝐫 𝐋𝐈𝐕𝐄 𝐜𝐨𝐮𝐫𝐬𝐞𝐬 𝐡𝐞𝐫𝐞-
https://www.educosys.com

𝐄𝐝𝐮𝐜𝐨𝐬𝐲𝐬 𝐈𝐧𝐬𝐭𝐚𝐠𝐫𝐚𝐦 - https://www.instagram.com/educosys
𝐄𝐝𝐮𝐜𝐨𝐬𝐲𝐬 𝐋𝐢𝐧𝐤𝐞𝐝𝐈𝐧 - https://www.linkedin.com/company/98837223

You can also connect with me on-
𝐋𝐢𝐧𝐤𝐞𝐝𝐈𝐧 - https://www.linkedin.com/in/keertipurswani
𝐈𝐧𝐬𝐭𝐚𝐠𝐫𝐚𝐦 (for personal, raw and real side of my life) - https://www.instagram.com/keerti.purswani

Timestamps-
0:00 - Coming Up
0:25 - Problem Statement
0:55 - Cons of Fine Tuning
1:38 - Concept of RAG
3:25 - Educosys GenAI Course
4:44 - Example Overview
5:58 - Installation and Setup
7:38 - Web Scraping Educosys
9:44 - Splitting Docs
15:24 - Add Docs to VectorDB
18:24 - RAG Pipeline Retrieval
18:55 - Augmentation
21:25 - RAG Chain Code
26:02 - Revision
27:48 - Test RAG Chain
29:50 - Print Prompt in RAG Chain
33:29 - Thank You!
#softwaredevelopment #softwareengineer #machinelearningengineer #artificialintelligenceandmachinelearning

Видео Simplest RAG Explanation with Working Code! Beginner Friendly Step-by-Step Example канала Keerti Purswani