Category: Tech Blogs
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RAG-Retrieval Agumented Generation
RAG is a powerful technique in natural language processing (NLP) that combines the strengths of information retrieval and text generation to create more accurate and contextually relevant responses. RAG has the potential to revolutionize the way we interact with language models, enabling them to provide more informative and engaging responses to user queries. How RAG…
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Document Summarization
I hope you’ve gained a basic understanding of setting up a simple chatbot and Ollama ecosystem. In this blog, we’ll take it a step further by exploring document summarization concepts using a simple RAG-based application. To get started, we’ll need to cover the basics of RAG, and then we’ll dive into a practical example. In…
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Building a Simple LLM-based Chatbot
Everything in this blog starts from scratch, as I’m not a Pro Python developer and have never had the chance to work on proper Python projects or explore its ecosystem. Since Python has a superior ecosystem when it comes to Machine Learning (ML) and Large Language Models (LLMs), I’ve decided to dive in and learn.…
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Building an LLM Engineer Portfolio: My Journey
While I was exploring the world of Generative AI and LLM-based chatbots, I found the below blog is highly informative article that I think can be a game-changer for anyone looking to build their LLM engineer portfolio. Build Your LLM Engineer Portfolio: A 3-Month Roadmap, is very informative and provides a clear roadmap for building…