Real World ML - Dealing with Selection Bias

Recently, I was helping to improve the accuracey of an ML model in production and faced a difficult challenge. No matter what robust ML algorithm we selected or how we fine tuned the hyperparameters, the accuracy against real-world data just wouldn't...