June 2020
Intermediate to advanced
382 pages
11h 39m
English
Content preview from 40 Algorithms Every Programmer Should Know
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For regression algorithms, the winner is...
Let's look at the performance of the three regression algorithms that we used on the same data and exactly the same use case:
| Algorithm | RMSE |
| Linear regression | 4.36214129677179 |
| Regression tree | 5.2771702288377 |
| Gradient boost regression | 4.034836373089085 |
Looking at the performance of all the regression algorithms, it is obvious that the performance of gradient boost regression is the best as it has the lowest RMSE. This is followed by linear regression. The regression tree algorithm performed the worst for this problem.
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