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There are a number of efficient training algorithms for ANNs.
The development of efficient training methods in surgery is increasingly important.
Under the first proposal (improved productivity through workforce innovation and reform), the Nursing Retention and Productivity Project is being progressed, and under the second proposal (improved mechanisms for the provision of efficient training) the National Medical Training Advisory Network (NMTAN) is being established.
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The wide availability of increasing computing power coupled with the development of more efficient training algorithms have allowed the implementation of deep learning principles in a manner and span that had not been previously possible.
LMA is considered one of the most efficient training algorithms; the study of Hagan and Menhaj (1994) proved that LMA is faster and has more stable convergence as compared to gradient descent algorithm.
From a medical and patient care perspective, improved patient safety is probably one of the most important benefits of having an efficient training program such as the one we have described.
Furthermore, use of local NHS venues and professional expertise intrinsic to the NHS all contributes towards delivery of a cost efficient training model.
The FN was used to reduce the dimensionality of the input data (well logs) for the more efficient training of the T2FLS.
These new techniques, as well as the Jesuits' efficient training of teachers, had good results—proof of this being the rapid increase in their colleges, which found greater favour than others started in the same period.
The fact that these significant disagreements occurred mainly within the critical discrimination of keys PN0 and PN2 is seen as a matter of concern by the authors and, retrospectively, justified a specific and efficient training of the AQAs.
With the LIBLINEAR solver, the efficient training of large-scale graph-regularized multi-task problems becomes feasible.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com