M K Pavan KumarinGoPenAIHarnessing AI at the Edge: Building a RAG System with Ollama, Qdrant and Raspberry PiLeveraging the compact and cost-effective Raspberry Pi to host embedding models , vector database and language models (LLM) for a…7 min read·3 days ago--1--1
M K Pavan KumarinStackademicQuantization Techniques in Vector Embeddings — Practical ApproachIn the realm of data processing and machine learning, the sheer volume of data often presents significant challenges, particularly…7 min read·Jun 2, 2024----
M K Pavan KumarinTowards DevBuilding Neural Search Pipelines with Azure and Qdrant: A Step-by-Step Guide (Part-2)In this article, we will transition from theory to practice, focusing on the implementation details. This hands-on guide will walk you…7 min read·May 31, 2024--1--1
M K Pavan KumarinTowards DevBuilding Neural Search Pipelines with Azure and Qdrant: A Step-by-Step Guide (Part-1)In today’s data-driven world, the ability to efficiently manage and search through large volumes of data is critical. Traditional search…7 min read·May 29, 2024----
M K Pavan KumarinTowards DevProduction ready Secure and Powerful AI Implementations with Azure ServicesThis article illuminates various Azure services that enhance application security and robustness. It fully leverages essential Azure…8 min read·May 21, 2024--1--1
M K Pavan KumarinTowards DevHarnessing GPT-4o’s Vision for Advanced Search: Building Image Embeddings with QdrantThis article provides a high-level overview of how to leverage OpenAI’s new GPT-4o Omni model for advanced vision applications. Throughout…6 min read·May 14, 2024----
M K Pavan KumarinTowards DevImplementing Advanced Agentic Vector Search: A Comprehensive Guide to CrewAI and QdrantThis article stands out from all my previous writings. It explores the concept of an Artificial Agentic Team that can perform tasks…11 min read·May 14, 2024--1--1
M K Pavan KumarinStackademicSpring AI Meets Qdrant and Ollama: A Triad for Transformative Document AnalysisTo date, Python has been the go-to language for implementing Retrieval-Augmented Generation (RAG) applications, essentially becoming the…8 min read·Apr 29, 2024----
M K Pavan KumarinTowards DevPractical Kubernetes: Getting Started with Qdrant on Minikube — A Developer’s GuideIn this article, we will look at how to install Qdrant on a Kubernetes cluster and access the cluster instance from a Python program. This…9 min read·Apr 20, 2024----
M K Pavan KumarinGoPenAIImproved RAG with Llama3 and OllamaIn this article we will see on how to implement an advanced RAG with fully local infrastructure leveraging the most advanced openly…5 min read·Apr 19, 2024--7--7