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Incremental learning of new data sequences allows to adapt HMM parameters as new data becomes available, without having to retrain from the start on all accumulated training data.
The reason for this is that the specialisation of physicians is no longer included into higher school programmes; only GPs are trained there, and increasingly more young doctors retrain from internists to GPs [ 5].
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Some have been made redundant right before retirement age; some are starting again, retraining from scratch.
It will need a new public service, retrained from first principles, with the police and judiciary first in the queue.
Of the rest, half had "global deficits" -- problems so bad that they were advised either to get retrained from the beginning or retire.
Redundancy last Christmas brought a small sum of cash that Ben ploughed into a career change, retraining from public sector administration to graphic design.
This simple fine-tuning procedure of DNN is not only faster than retraining from scratch but also generates better recognition performance in [42].
Advantages of this adaptive strategy are that the number of local models does not need to be pre-defined and the local model set can be augmented online without retraining from scratch.
To ensure proper cross-validation, CONTRAlign was retrained from scratch using 𝒯1, and CONTRAfold was retrained using 𝒯2.
78.6 % (1,146 out of 1,458) of GP graduates in 1994 2001 were retrained from district physicians and paediatricians [ 5].
PHC physicians from rural areas, PHC who have been retrained from internal medicine and nurses and younger health providers find it highly useful, while PHC nearing the retirement age, former pediatricians and those living in Chisinau, Balti and some district centers perceived the program as too basic and underestimating medical practice.
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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