Machine Learning

Table of Contents Adversarial Learning with Keras and TensorFlow (Part 1): Overview of Adversarial Learning Configuring Your Development Environment Need Help Configuring Your Development Environment? Project Structure Creating Adversarial Examples Robustness Toward Adversarial Examples Summary Citation Information Adversarial Learning with…

Table of Contents A Brief Introduction to Do-Calculus Definitions Definition 1 Definition 2 The Rules of Do-Calculus Rule 1: Insertion/Deletion of Observation Rule 2: Action/Observation Exchange Rule 3: Insertion/Deletion of Action Summary References Citation Information A Brief Introduction to Do-Calculus…

Table of Contents Tools and Methodologies for Studying Causal Effects Randomization A/B Test Multi-Armed Bandits Natural Experiments Regression Discontinuity Instrumental Variable Observational Data Backdoor Criterion Propensity Score Matching Summary References Citation Information Tools and Methodologies for Studying Causal Effects This…

Table of Contents Faster R-CNNs Object Detection and Deep Learning Measuring Object Detector Performance From Where Do the Ground-Truth Examples Come? Why Do We Use Intersection over Union (IoU)? Mean Average Precision (mAP) The (Faster) R-CNN Architecture A Brief History…

Table of Contents Setting Up a GPU Development Environment Using Docker Introduction A Quick Recap Setting Up Our Virtual Machine Allocation Configuring Our Virtual Machine Summary Citation Information Setting Up a GPU Development Environment Using Docker In this tutorial, you…

Table of Contents Getting Used to Docker for Machine Learning Introduction A Quick Recap Dockerfile > Docker Image > Docker Container Dockerfile Docker Image Docker Container Example: Deploying a Flask API Container from Scratch Python Code for Flask API to…

Table of Contents Getting Started with Docker for Machine Learning Overview: Why the Need? What Are Containers? How Do Containers Differ from Virtual Machines? Most Popular Container Images TensorFlow PyTorch Python NGINX Install Docker Install Docker Manually Install Docker Desktop…

Table of Contents AugMix Breakdown (Part 1): Introduction to AugMix with KerasCV Configuring Your Development Environment Need Help Configuring Your Development Environment? Introduction: Augmentations But Wait, What Is KerasCV? The Dataset The Problem Mismatch Between Training and Test Data Data…

Table of Contents Best Machine Learning Datasets Brief Background of Machine Learning Importance and Role of Datasets in Machine Learning Helping You Find the Best Datasets Computer Vision Datasets Object Detection What Is Object Detection Object Detection Datasets Racetrack Personal…