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(iii) Job validation test: Checks whether any invalid job(s) available in the job queue.
The job validation procedure is based on the similarity measure of the jobs with the seen dataset of the scheduler.
Figure 1 shows the structure of the scheduler with a BPNN (3-layered BPNN with a network topology of four input neuron, thirty hidden neurons and one output neuron), a job queue, a priority queue, BPNN convergence test, job validation test, cost evaluation, greedy job alignment procedure and machine set.
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A smile, "good job" or validation of your efforts will go a long way toward keeping you going when your spirits are lagging.
Tori Amos' 1992 song "Crucify" said what every young adult scrambling for a job, stability, validation wants to scream at themselves.
Job-security, validation, panic, desperation?
For example, Bill is a microbiologist who describes his job doing process validation in a biotech manufacturing facility as "pure drudge; the kind of thing you'd have to pay me twice what I'm making to enjoy".
The only difference is that the correlation computation jobs are more CPU-intensive than the linear regression validation jobs.
What will validation validate?
It took about 6 16 h to finish 10-fold cross validation jobs on the cluster environment.
Although, we would expect clustering aimed at information maximization to do a better job, after cross-validation (applying the clustering to novel responses to novel stimuli), we see that the simple similarity based clustering performs just as well.
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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