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Patterns and templates can be hand authored (Ali et al. 2010; Kalady et al. 2010) or learned from given question-answer pairs (Curto et al. 2012).
Each tool used in this approach may generate a new outcome, in addition to the service representation forms, which are patterns and templates.
Otherwise, a real deployment will demand much effort during the initial phase because patterns and templates will have to be created from scratch.
In order to speed up the generation of such description files, this approach leverages the use of patterns and templates to guide the first steps of development.
Marketers and other non-technical personnel can use the platform to build personalized onboarding experiences, in-app tutorials, and notifications by selecting from a library of patterns and templates, then making their own customizations.
Compared to the quasi-manual approach, the level of automation is greater in the pattern-based approach due to the use of patterns and templates as well as to the reutilization of previous efforts in service creation.
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You can then save and use your pattern and template.
There are no patterns and no templates.
The pattern-based approach also requires libraries of existing design patterns, implementation patterns, and compilation templates.
While ColourLovers users have shared over 5 million colors, 2 million palettes, 2 million patterns, and 160K templates, the co-founders say that their focus is now going to center on Creative Market, which they feel can make a bigger impact — and generate more revenue.
Template-based methods make direct comparisons between a test pattern and the templates of training data via dynamic time warping (DTW), and potentially they can capture the speech dynamics better than HMMs.
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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