A Practical Guide to Evaluating RAG Systems: Metrics That Matter
Author(s): Ajit Kumar Singh Originally published on Towards AI. Image by Author Retrieval-Augmented Generation (RAG) revolutionizes how language models ground their answers in external data. By combining a retriever that fetches relevant information from a knowledge base and a generator that creates …
Smart Job Application Assistant: Auto-Fill, Review, and Submit with AI Agent
Author(s): Ajit Kumar Singh Originally published on Towards AI. Image by Author Hi Everyone! 👋 Applying for jobs can be tedious and repetitive 😩 β filling out the same details across multiple forms feels like a never-ending task. To simplify this process, …
RAG Explained: A Comprehensive Guide to Mastering Retrieval-Augmented Generation
Author(s): Ajit Kumar Singh Originally published on Towards AI. Image by Author Hi Everyone 👋 Recently, I worked on a use case involving product matching, which required implementing RAG modeling. At the time, I had limited knowledge of RAG and no hands-on …