How Speed of Predictions Influences Their Trustworthiness
Speed in machine learning can refer to two time periods: how long it takes to build a model and how long it takes to use a model to score a prediction. Although expediting model development time is a key concern for getting a model into use and delivering value, the focus for model performance is instead on the time to score a prediction.
What Types of Prediction Scenarios Take Place in Machine Learning?
There are two most typical paradigms for model scoring.