Tutorial

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…

Table of Contents FastAPI Meets OpenAI CLIP: Build and Deploy with Docker Building on FastAPI Foundations What’s Next? What Is OpenAI CLIP? How OpenAI CLIP Works: Understanding Text-Image Matching and Contrastive Learning Contrastive Pre-Training: Aligning Text and Image Embeddings Shared…

Table of Contents Getting Started with Python and FastAPI: A Complete Beginner’s Guide Introduction to FastAPI Python What Is FastAPI? Core Features Key Benefits of FastAPI High Performance Reduced Development Time Fewer Bugs Scalability Ease of Use Setting Up FastAPI…

Table of Contents Hessian Matrix, Taylor Series, and the Newton-Raphson Method Higher-Order Derivatives: The Hessian Matrix Higher-Order Gradients The Hessian Matrix Taylor Series Linearization Taylor Series Expansion Newton-Raphson Method Summary Citation Information Hessian Matrix, Taylor Series, and the Newton-Raphson Method…