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Modin is designed to expose a set of familiar APIs (Pandas, SQL, etc). and internally handle all of the data distribution and computation allowing users to use a distributed DataFrame without needing to understand partitioning or data shuffling.
As both BFA and NNLS resulted in similar estimates of subcellular distribution, and computation on simulated gradients revealed the overall statistical robustness, we used the BFA solutions estimated on the three independent gradient data for all further analyses.
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This innovative approach has undeniable improvements such us computational load distribution and reduced computation time.
In practical application, specialized DSP microprocessors can be implemented to perform the power distribution and MSE computations easily.
Content-centric networking and network coding both revolve around content distribution, trading storage and computation for bandwidth respectively.
Through its design, the distributed ASTRA toolbox allows implementing algorithms in Python using a high-level syntax that is close to the formal mathematical algorithm description, while performing the distribution of data and computation in a way that is almost hidden from the user.
For statistical analysis of MS data, unless indicated otherwise, the mass of SLs in pmol mg−1 was log2 transformed to improve the normality of the distributions and allow computation of more robust means and standard deviations.
This may be a better fit if your application is about content distribution and less about computation, the company says.
Considering a decomposition along both the cross section and length of the device, the framework presented in this work ensures efficient distribution of both memory and computation based upon the underlying device structure.
The central position of users in these applications can be leveraged to guide the distribution of both data and computation on the underlying infrastructure and create locality along these two dimensions.
A satisfactory agreement between the measured temperature distributions and FEM computations was achieved.
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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