Testing without Testing: Offline Model Evaluation and Counterfactual Machine Learning
The exponential growth of the Internet, driven by increasing reach and speeds have resulted in large amount of information and products available in individual websites. To keep the relevant information for the relevant audiences, metrics received through A/B tests have become the gold standard for many organizations along with some use of AI.