kirouane AyoubinGoPenAIFine-tuning Embeddings for Specific Domains: A Comprehensive GuideImagine you’re building a question answering system for a medical domain. You want to ensure it can accurately retrieve relevant medical…Sep 302Sep 302
kirouane AyoubinGoPenAIIntroduction to Large-Scale Similarity Search (part one) : HNSW , IVF , LSHThe world is awash in data, and finding the right information within vast stores of multimedia content is becoming increasingly…Sep 27Sep 27
kirouane AyoubinGoPenAIBuilding LLM Agents from Scratch (Part 2) : A Conversational Search Agent with OllamaIn the first part of this series, we explored a basic reactive agent built with Ollama. Now, in this second installment, we delve deeper…Sep 25Sep 25
kirouane AyoubinInfinitGraphBuilding a robust GraphRAG System for a specific use case -Part Three -Sep 14Sep 14
kirouane AyoubinInfinitGraphBuilding a robust GraphRAG System for a specific use case -Part Two-Part Two: The Fine-Tuning ProcessSep 11Sep 11
kirouane AyoubinInfinitGraphBuilding a robust GraphRAG System for a specific use case -Part one -Part One: Preparing a Custom Dataset for Your Graph DatabaseSep 92Sep 92
kirouane AyoubinGoPenAIBuilding LLM Agents from Scratch (Part 1) : How to Build a Simple Reasoning and Acting Agent from…This blog post kicks off a series dedicated to building AI agents from the ground up. In this first installment, we’ll explore a basic…Sep 31Sep 31
kirouane AyoubinGoPenAIBuilding a Simple Retrieval-Augmented Generation (RAG) Apps with NVIDIA NIM APIRetrieval-Augmented Generation (RAG) has emerged as a powerful approach for enhancing AI applications, particularly in contexts where…Aug 30Aug 30
kirouane AyoubinGoPenAIMicrosoft GraphRAG and Ollama: Code Your Way to Smarter Question AnsweringTraditional RAG methods, which primarily rely on semantic similarity search, often fall short when faced with complex questions that…Aug 29Aug 29
kirouane AyoubSimple Chunking Strategies for RAG Applications (Part 1)When building a RAG (Retrieval-Augmented Generation) system, chunking text into manageable segments is a crucial step. Chunking not only…Aug 27Aug 27