(50% credit to myself)
Regression, a dance with numbers and lines,
A journey through data, a search for signs.
Inquest of the past, a quest for more,
A constant pursuit for the coefficient,
That can make predictions more efficient.
Linear or logistic, the models we make,
Must not overfit, for goodness' sake.
To enforce its structure, we can regularize,
The beauty of the ridge, to enjoy and visualize.
Sparse or dense, it can take any form,
If we only can find the right norm!
So let us embrace, the art of regression,
Descend the gradients, to make progression.
With each new data, we learn and grow,
And find meanings, we thought we'd never know!
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