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"[That] is remarkable because their evaluation functions are all carefully hand-designed behemoths with hundreds of parameters that have been tuned both manually and automatically over several years, and many of them have been worked on by human grandmasters," he adds.
To work with computational models is to work in a world of unknowns: Models that simulate complex physical processes — from Earth's changing climate to the performance of hypersonic combustion engines — are staggeringly complex, sometimes incorporating hundreds of parameters, each of which describes a piece of the larger process.
Each profile had hundreds of parameters associated with habitability.
The most recent revolution in black-box technology came in 1990, with the introduction of a Solid State flight-data recorder that could record hundreds of parameters more than magnetic tape could handle.
The sensors check hundreds of parameters on the car, everything from engine revs to engine temperature and from tire temperature and air pressure to fuel consumption and gearbox behavior.
The methodology addresses the typical problems experienced by design and verification engineers when coding highly configurable intellectual property macrocells at Register Transfer Level (RTL) with hundreds of parameters and thousands of resulting configurations.
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The resulting optimization problems often have millions or even billions of parameters.
And yet neural networks, with merely thousands or millions of parameters, somehow manage this classification task with ease.
This makes the use of ODE based kinetic models impossible on genome-scale networks, as thousands of parameters would have to be estimated.
Certainly such uniform bound has no chance of explaining why neural networks with billions of parameters would generalize with a data set of merely millions of examples.
But we're talking about even if you're doing a fairly simple project with 10,000 loci and 5 or 10 populations, you're talking about as many tens of thousands of parameters.
More suggestions(15)
hundreds of assessments
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billions of parameters
hundreds of measurements
hundreds of measures
hundreds of constraints
hundreds of coefficients
hundreds of attributes
concentrations of parameters
hundreds of determined
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millions of parameters
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