nebuladata.hashnode.devHOW TO SECURE API KEY? Hi guys, I’m back! In the previous episode, we’re successfully create an interactive chatbot, but one critical thing remain, our api key is still inside our python file, which is if we’re publishing o12h ago·4 min read
nebuladata.hashnode.devSPECIALIZED CHATBOT USING RAG IIn the previous episode, we successfully built an interactive chatbot that can respond to user questions and secure the API key itself. Now, we want to enhance it by implementing Retrieval-Augmented G12h ago·5 min read
nebuladata.hashnode.devMake The Chatbot More Interactive Using Python Only Using Nebula ApiFor today’s episode, I'll continue working on our project to make rag based chatbot using Nebula Data’s api. Okay, from the previous episode, we already set up the account, api and the billing. Now I want to make a simple chatbot, but using CLI (comm...Feb 12·3 min read
nebuladata.hashnode.devHigh Performance, Low Cost: Building a Professional RAG Chatbot from ScratchBuilding a RAG Chatbot from Scratch: Part 1 Choosing the Right Engine Hello everyone! Today, I’m kicking off a short series where I’ll be documenting my journey of building a specialized chatbot. Unlike a standard chatbot that provides general answer...Jan 27·3 min read
nebuladata.hashnode.devBeyond Loss Curves: Interpreting the Transition from Instability to StructureIn the previous section, I described an apparent transition during training: volatile representations early on, followed by a phase of rapid structural alignment, and finally a stabilization period where loss improvements slow but internal consistenc...Jan 22·5 min read