April 2019
Intermediate to advanced
254 pages
5h 51m
English
MSE takes the average of the square of the difference between the actual values and predicted values:

No matter what evaluation method we choose, it is extremely important to take into account the business part of the problem. The optimal solution is not always to have the most accurate model, but the one that better satisfies your business needs. It may be the case that a not-so-accurate model that can be built quickly is better than a perfect one that takes a year to produce. Taking into account the dataset imbalance and business needs is important for fine-tuning the model in order to improve the ...
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