Tutorial

Table of Contents Implementing Huffman Encoding for Lossless Compression Lossy vs. Lossless Compression Lossy Compression Lossless Compression What Is Huffman Encoding? Frequency Analysis Build a Priority Queue Construct the Huffman Tree Generate Huffman Code Encode the Data Decode the Data…

Table of Contents Getting Started with YOLO11 What Is YOLO11? Key Features of YOLO11 Supported Tasks Supported Modes Available Checkpoints Configuring Your Development Environment Setup and Imports How to Run Inference with YOLO11 Object Detection Instance Segmentation Image Classification Pose…

Table of Contents Anomaly Detection: How to Find Outliers Using the Grubbs Test What Is an Outlier? How to Find Outliers with Grubbs Test Formulating the Hypotheses Null Hypothesis Alternative Hypothesis Calculate the Test Statistic Determining the Critical Value with…

Table of Contents Deploy Gradio Apps on Hugging Face Spaces What Is Hugging Face Spaces? Setup Creating Files in Hugging Face Spaces Adding Code to the Files requirements.txt app.py Finalizing the App Summary Citation Information Deploy Gradio Apps on Hugging…

Table of Contents Implementing Approximate Nearest Neighbor Search with KD-Trees Introduction to Approximate Nearest Neighbor Search Mathematical Foundation KD-Trees for Approximate Nearest Neighbor Search Construction of KD-Trees Querying with KD-Trees Step 1: Forward Traversal Step 2: Computing the Best Estimate…

Table of Contents Vision-Language Model: PaliGemma for Image Description Generator and More Configuring Your Development Environment Setup and Imports Loading the PaliGemma Model and Processor Visual Question Answering Document Understanding Image Caption and Description Generator Video Caption and Description Generator…

Table of Contents PNG Image to STL Converter in Python Why Convert a PNG to STL? Set Up Your Environment to Convert PNG to STL Importing Libraries for PNG to STL Conversion Setting Up the Device Upload and Prepare the…

Table of Contents 3D Gaussian Splatting vs NeRF: The End Game of 3D Reconstruction? Block A — Initialization: SfM to Gaussian Splatting Block B — Rasterization Block C — Optimization Example: Gaussian Splatting in Self-Driving Cars Summary 3D Gaussian Splatting…

Table of Contents Fine Tune PaliGemma with QLoRA for Visual Question Answering What Is PaliGemma? What Is a Vision-Language Model? Architecture of PaliGemma How Is PaliGemma Trained? Available Model Checkpoints Use Cases of PaliGemma Why PaliGemma? Inference with PaliGemma Setup…