Tutorial

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 Build a Search Engine: Setting Up AWS OpenSearch Introduction What Is AWS OpenSearch? What AWS OpenSearch Is Commonly Used For Key Features of AWS OpenSearch How Does AWS OpenSearch Work? Why Use AWS OpenSearch for Semantic Search?…

Table of Contents Object Detection in Gaming: Fine-Tuning Google’s PaliGemma 2 for Valorant Configuring Your Development Environment Setup and Imports Load the Valorant Dataset Format Dataset to PaliGemma Format Display Train Image and Label COCO Format BBox to XYXY Format…

Table of Contents Solving Ordinary Least Squares Using QR Decomposition Overview of Ordinary Least Squares The Linear Regression Model Solving the Ordinary Least Squares Problem What Is QR Decomposition? Orthogonal Matrix Q Upper Triangular Matrix R Gram-Schmidt Process for QR…

Table of Contents Object Detection with the PaliGemma 2 Model Introduction How Object Detection Works in PaliGemma Models Converting Normalized Coordinates to Pixel Values Configuring Your Development Environment Setup and Imports Load PaliGemma 2 Model Parse Multiple Locations Draw Multiple…

Table of Contents Diagonalize Matrix for Data Compression with Singular Value Decomposition What Is Matrix Diagonalization? Mathematical Definition Singular Value Decomposition How to Diagonalize Matrix with Singular Value Decomposition Power Iteration Algorithm Step 1: Start with a Random Vector Step…

Table of Contents Configure Your Hugging Face Access Token in Colab Environment Set Up Your Hugging Face Access Token Set Up Your Colab Secrets to Access Hugging Face Resources Grant Permission to Access Hugging Face Models Like PaliGemma Configure Your…

Table of Contents Solving System of Linear Equations with LU Decomposition System of Linear Equations What Are Systems of Linear Equations? The Role of Matrix Factorization Understanding LU Decomposition The Role of Gaussian Elimination Solving Linear Equations Using LU Decomposition…