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As a result of their traction, these companies attained mass datasets, had no legacy infrastructure and had the ability to hire the best engineers.
Despite the fact that the algorithms behind deep learning were created decades ago, it was not until they could be applied to mass datasets quickly and cheaply enough that their potential was reached.
In 3 out of 4 mass datasets, MSVM-RFE with boosting outperformed any other methods under consideration.
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We are grateful to numerous data collectors who contributed to eBird, GenBank and the CRC bird body mass dataset (see Supplementary Information).
Regressing the masses of 7 and 10 m span pterosaurs from a procellariiform mass dataset, they predicted 'heavy' pterosaur masses and, by extrapolating flapping frequency against mass in albatross and petrels, suggested that a 5.1 m span and 41 kg mass was the pterosaur flight limit.
The open source software and database readily enables integration of new mass spectrometry datasets with existing ones; either in-house private or public datasets.
Rights & permissionsfor article TagGraph reveals vast protein modification landscapes from large tandem mass spectrometry datasets.
654109 and the Marie No. 656994-Curie Grant No. 656994), BACCHUS, a fellowship from the Nordic Centre of Excellence CRAICC, SMEAR II-station personnel and the tofTools team for analysis tools for mass spectrometer datasets.
An emerging research trend in PFS is development of clustering algorithms which can exploit and investigate hidden knowledge from a mass of datasets.
Ricchiuto P, Iwata H, Yabusaki K, Yamada I, Pieper B, Sharma A, Aikawa M, Singh SA. mIMT-visHTS: A novel method for multiplexing isobaric mass tagged datasets with an accompanying visualization high throughput screening tool for protein profiling.
Following the generation of artificial mass spectra datasets of amino acid fragments using five literature-reported flux distributions of E. coli, the best fitted flux distribution and the 95% confidence interval were estimated by the 13C-MFA procedure.
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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