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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 Introduction to Causality in Machine Learning Correlation and Causation Case Study 1: A “Marvelous” Problem Scenario 1: A Direct Cause Scenario 2: Reversing the Cause and Effect Scenario 3: Investigating a Hidden Cause Causal Thinking Case Study…

Table of Contents Scaling Kaggle Competitions Using XGBoost: Part 3 Gradient Boost at a Glance AdaBoost vs. Gradient Boosting Gradient Boosting Dissected Configuring Your Development Environment Having Problems Configuring Your Development Environment? Setting Up Our Project Comparing XGboost and Gradient…

Table of Contents Computer Vision and Deep Learning for Healthcare Benefits Unlocking Data for Health Research Healthcare Efficiency Reaching Underserved Communities Applications Medical Research in Genetics and Genomics Clinical Care Medical Imaging and Radiology Pathology Dermatology Neurology Mental Health Diabetes…

Table of Contents Computer Vision and Deep Learning for Logistics Benefits Enriching Data Quality Strategic Asset Positioning Improved Predictive Analytics Applications Forecasting and Planning Optimization Automated Warehouse Predictive Maintenance Back-Office and Customer Experience Challenges Limited Access to Historical Data Lack…

Table of Contents Introduction to Infrared Vision: Near vs. Mid-Far Infrared Images What Is an Infrared Image? Near-Infrared Images Middle and Far-Infrared Images: Thermal Infrared Imaging Types of Infrared Cameras Near-Infrared or Night Vision Cameras Mid-Far-Infrared or Thermal Cameras What…

Table of Contents Computer Vision and Deep Learning for Transportation Benefits Safety and Reliability Efficiency Pollution Applications Road Transport Truck Platooning Traffic Management Aviation Railway Transport Intelligent Train Automation Operational Intelligence Asset Intelligence Shipping, Navigation, and Ports Maritime Shipping and…

Table of Contents Computer Vision and Deep Learning for Oil and Gas Benefits Security Production Optimization and Estimation Reduce Production and Maintenance Costs Applications Maintenance Predictive Maintenance Maintenance Using Digital Twins Maintaining Blowout Preventers Optimization Optimized Reservoir Management Optimized Procurement…

Table of Contents Computer Vision and Deep Learning for Electricity Benefits Efficiency Reliability Security Applications Fault Prediction and Maintenance Efficient Decision-Making Energy Trading Losses Due to Informal Connections Challenges Data Protection and Security Power Consumption Lack of Knowledge, Data, and…