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But the price is not without trade offs.
By exploiting features of the environment and capabilities of the decision makers, heuristics can be simple without trading off accuracy.
His company wants to automate that part of the process without trading off on the design or coding side of the equation.
In case of spatial multi spectral images, such as remotely sensed earth cover, there could be many classes in one entire frame covering a large spatial stretch, because of which meaningful dimensionality reduction cannot perhaps be realizable without trading off with the quality of classification.
The move was not without trade-offs.
That could come without trade-offs if Mr. Obama distances himself from this Bush administration idea, or Poland or the Czech Republic bails out from deployment of its interceptors and radar.
The book's greatest strength is that we are forced to wade uncomfortably in that ambiguity while reconsidering notions of existential aloneness, the nature of family and the reality that there's no such thing as a life without trade-offs, no matter how many children we choose to raise.
Thus, selecting L ≤ K is a way to reduce the complexity without trade-off of the performance.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com