Sentence examples for extensive tuning from inspiring English sources

"The dirty secret with a lot of machine learning code is that it requires pretty extensive tuning," he said.

These approaches have been successfully applied to a variety of modalities, but they require extensive tuning of the hyperparameters [4].

With extensive tuning of the 3D classification parameters, the data were finally split into five classes, and the resulting five density maps are in a resolution of 13 18 Å.

In practice, the bounded control problem design is circumvented by first designing a stable control for the no saturation case, and then by tuning its gains so that control bounds are no met, and successful implementation demands extensive tuning and testing.

Maintaining web tension at the desired value is critical to many R2R processes such as printing, coating, lamination, etc. Existing fixed gain PI tension control schemes currently used in industrial practice require extensive tuning and do not provide the desired performance for changing operating conditions and material properties.

In the past decade, this family of sensors has undergone extensive tuning of photophysical, chemical, and thermodynamic properties.

Pioneer's EX speaker designers spent extensive time tuning the systems to appeal specifically to North American preferences for high fidelity with rich bass, wide frequency response and dynamic musical sound-field.

This could be used in multiple recording environments with mobile devices because the system does not require excessive computational power or extensive parameter tuning related to the recording environment.

FluReF will benefit from extensive parameter tuning on real datasets with proven reassortments.

Since this free parameter corresponds to a physical quantity, its estimation is relatively easy and does not require extensive image-dependent tuning.

For all of these challenges, synthetic biology is on a promising path, with the library of parts, methods, and approaches growing rapidly, year by year; the already extensive list of tuning options available to designers in synthetic biology seems certain to continue to grow.