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Table of Contents Build a Network Intrusion Detection System with Variational Autoencoders Understanding Network Intrusion and the Role of Anomaly Detection What Is Network Intrusion? Importance and Necessity for Advanced IDS Autoencoders for Anomaly Detection What Are Autoencoders? Autoencoders as…

Table of Contents FastAPI with GitHub Actions and GHCR: Continuous Delivery Made Simple Transition to Continuous Deployment (CD) Why Continuous Deployment Matters for FastAPI Projects Configuring Your Development Environment Project Directory Structure for Following Lessons What Is GitHub Container Registry…

Table of Contents Enhancing GitHub Actions CI for FastAPI: Build, Test, and Publish What Readers Will Learn in This Post Configuring Your Development Environment Can You Test a CI Pipeline Locally? Project Directory Structure for Following Lessons Building and Testing…

Table of Contents NeRFs Explained: Goodbye Photogrammetry? How Do NeRFs Work? Block #A: We Begin with a 5D Input Block #B: The Neural Network and Its Output Block #C: Volumetric Rendering The NeRF Problem and Evolutions Summary and Next Steps…

Table of Contents Predictive Maintenance Using Isolation Forest What Is Predictive Maintenance? And Why Anomaly Detection? Predictive Maintenance Predictive Maintenance as Anomaly Detection The Isolation Forest Algorithm Isolation Trees Anomaly Score Building the Forest Implementing Predictive Maintenance Using Isolation Forest…

Table of Contents Photogrammetry Explained: From Multi-View Stereo to Structure from Motion Technique #1: Multi-View Stereo Technique #2: Structure from Motion Example: COLMAP Summary and Next Steps Next Steps Citation Information Photogrammetry Explained: From Multi-View Stereo to Structure from Motion…

Table of Contents Setting Up GitHub Actions CI for FastAPI: Intro to Taskfile and Pre-Jobs Brief Overview of What We’ve Covered So Far The Importance of CI in Modern Software Development What Readers Will Learn in This Post Configuring Your…

Table of Contents Introduction to GitHub Actions for Python Projects Introduction What Is CICD? Continuous Integration (CI) Continuous Delivery (CD) Continuous Deployment (CD) Why Is CICD Important? Key Components of CI/CD The Tale of DevCity: How CI/CD Transformed the Way…

Table of Contents Deploying a Vision Transformer Deep Learning Model with FastAPI in Python What Is FastAPI? Advantages of FastAPI Positioning FastAPI Among Web Frameworks Brief Overview of Vision Transformers Patch + Position Embedding Linear Projection of Flattened Patches Transformer…