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A common pitfall in machine learning analysis that occurs when a complex model is trained on too few data points and becomes specific to the training data, resulting in poor performance on other data.
PEAR1 GFP becomes specific to the PSE cell after the induction of callose deposition in whole vascular tissue, which suggests that PEAR1 GFP moves in a short rage via plasmodesmata.
At the early stage of proliferative phase, fluorescent signal is detected in internal procambial cells (light green arrowheads), as well as PSEs and neighbouring cells (f, g), and gradually becomes specific to PSEs and neighbours (h).
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Also, during my masters I found that aerobic exercise could be one way getting rid of cells that had become specific to fighting CMV, freeing up the immune system to fight other off other diseases.
The training leads to sharp individual neuronal reactions, neurons become specific to one pattern.
For example, consumers are captive, now almost forced to bring their own food and drink on planes, and so airport retail has become specific to certain need states.
The construction of the different layers and the training of each will become specific to the problem being solved and the decision process for the solution.
The state of MIDD is evolving for CIT, with some methods common to those for non-CIT drugs and others that may eventually become specific to CIT.
When it becomes specific I try to stop and give it space.
("General Petraeus" becomes "Specific Petraeus").
In other words, science training at the undergraduate level should move beyond rote memorization of facts and personal character building such as persistence, perseverance, or motivation; it needs to become specific and relevant to jobs.
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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