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