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A palm-size dictionary, of course, is likely to be more helpful to those who have some high school or college language skills they need to refresh.
A small-sized dictionary may advantageously use made-up sentences, because an aptly framed "forcing" context can tell more than a definition.
Rather than bludgeoning the thing into French with an over-sized dictionary, I took time first to revise some basic grammar and vocabulary, hoping to reduce the risk of writing 'Franglais'.
Buy a pocket-sized dictionary if you want.
Printed pocket sized two-language dictionaries are also inexpensive.
Then, we will discuss two influential factors for the sparse representation stage (including the patch size and the dictionary size) and two parameters in TV regularization stage (including two Lagrange parameters and iteration number).
After all labeled training data, i.e. sets IS-20, IS-50, IS-100 and IS-250, have been transformed into activation vectors for each dictionary learned from each unlabeled data set, we obtained in total 64 (4 labeled data sets × 4 dictionary sizes × 4 unlabeled data sets) labeled training data sets.
Furthermore, we propose using marginal regression for obtaining sparse codes which significantly improves the speed and allows one to scale to large dictionary sizes easily.
Open image in new window Fig. 9 Average retrieval rate obtained by the proposed HDLA model for various combinations of visual dictionary sizes (K) and hidden layer configurations.
Results show the optimal values of the parameters KSP and KSM are obtained using KSP=KSM=0.1 for all the dictionary sizes evaluated.
The dictionary sizes in the two-stage foreground detection are 8×8 pixels with 256 atoms in the first stage and 3×3 pixels with 256 atoms in the second stage.
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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