Semantic Search

Table of Contents TF-IDF vs. Embeddings: From Keywords to Semantic Search Series Preamble: From Text to RAG What You’ll Build Across the Series Project Structure Why Start with Embeddings The Problem with Keyword Search When “Different Words” Mean the Same…

Table of Contents Build a Search Engine: Semantic Search System Using OpenSearch Introduction

Table of Contents Build a Search Engine: Deploy Models and Index Data in AWS OpenSearch Introduction What Will We Do in This Blog? Why Are We Using Vector Embeddings? What’s Coming Next? Configuring Your Development Environment Installing Docker (Required for…

Table of Contents Implementing Semantic Search: Jaccard Similarity and Vector Space Models Beyond Boolean Search: Navigating Limitations and Opportunities Scoring: A Deep Dive into Jaccard Similarity for Retrieval Vector Space Models: The Power of TF-IDF Weighting Understanding the Importance of…