M K Pavan KumarEffortless No Code RAG Workflows for Financial Documents: Implementing Embedding Cache and Chat…In the rapidly evolving landscape of financial data analysis, harnessing the power of advanced technologies without the need for extensive…15h ago15h ago
M K Pavan KumarinStackademicBuilding a Multi-Document ReAct Agent for Financial Analysis using LlamaIndex and QdrantThe Architecture:6d ago16d ago1
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…Jun 91Jun 91
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…Jun 2Jun 2
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…May 311May 311
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…May 29May 29
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…May 211May 211
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…May 14May 14
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…May 141May 141
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…Apr 29Apr 29