The lab kit of the course: https://github.com/hrhouma2/aiopsatlas-ml-data-diagnostics-labs-en
NorthPeak's energy team wants to estimate the power a machine will draw from its load and its type. That is a regression: the target is a number. You start with the dumbest prediction, the mean. Then a line on load alone. Then a model with load, ambient temperature and the four type columns. At each step you measure MAE, RMSE and R2 on the last quarter. You end by reading the coefficients and drawing the predictions against the truth.
Preview — the rest of the lesson is for enrolled readers.
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