Introduction In the previous article, we built a local RAG api using FastAPI, LlamaIndex and Qdrant to query documents with the help of a local LLM running via Ollama. While the application work...

Introduction LLMs are advancing at a rapid pace lately. Each week, we witness breakthroughs with new, very powerful models. However, they all share a common limitation: the inability to execute ta...

Introduction One of the most important steps in solving NLP tasks using AI is finding a way to convert “words,” which humans can understand, into numbers, which computers and neural networks can u...

Introduction ChatGPT has changed the way we interact with AI. People now use these Large Language Models (LLMs) as primary personal assistants for writing, brainstorming, and even consulting. Howe...

Introduction Since the release of ChatGPT, we’ve witnessed an explosion in the world of Large Language Models (LLMs). Almost every day a new state of the art LLM is released, which is fascinating,...

Introduction Lately I’ve been seeing these new vector databases all over the place, it triggered my curiosity and wanted to see what’s behind all that hype. So, naturally, I turned to Google and ...