Opus-MT VS Bootstrap

- mention on GitHub repo of a translation model https://github.com/Helsinki-NLP/Opus-MT/issues/62

I'm curious to see if anyone else has interesting encounters with this

Yes, most models these days, except the exceptionally large ones, are possible to train on a laptop. Of course it helps if your laptop has Nvidia CUDA GPU, but even if it doesn't you can rent an AWS 4 core/16GB GPU instance for 0.5 cents an hour. 24 hours of training time would be quite a lot for most models, unless you're trying to train a FB any to any language type model, but typically the big huge models are not the most interesting ones, and you can get very good results, and interesting models with substantially smaller sets of data. Opus MT models are only one language to one language, but they're about 300MB a model, and the quality rivals FB's models, and the speed is substantially faster. I don't have as many examples from the music space, as it's still a fairly under explored area, but Google has released Magenta which is a pretrained Tensorflow music model(actually a group of 3-4 models).

This article serves as your comprehensive guide to mastering the art of combining Bootstrap and React seamlessly. Dive in to uncover the tips, tricks, and best practices to elevate your UI design game effortlessly.

Bootstrap is already a popular framework among the web developers. And, these free templates makes it even more convenient to use Bootstrap in your projects.

Tailwind is great, but creating everything from scratch is annoying. A nice base of components which can be extended with tailwind would be great. There are a few tailwind frameworks like Flowbite, Daisy Ui, but I like Bulma, PicoCSS and Bootstrap.

In the JavaScript world, tread cautiously on this passionate topic. https://github.com/twbs/bootstrap/issues/3057

To effectively demonstrate Secutio's capabilities for rapid web development, we've chosen the popular Bootstrap framework as a foundation. Bootstrap provides a robust and user-friendly interface, making it an ideal choice for building the project's base.

With all this preamble out of the way, we can finally focus on the app. To make it easier to build a not-awful-looking website, I installed the dash-bootstrap-components which give us access to a variety of components from the bootstrap frontend framework. This will make styling and building the app easier.

For CSS, Bootstrap is the go-to framework for many developers. But there are other popular ones too, like Angular, React, and Vue. You don't have to learn every single framework out there—just pick the ones that are most relevant to your projects and match current industry trends and your learning preferences.

For those unfamiliar with Tailwind CSS, it is a utility-first framework with pre-defined classes for you to create custom designs. Before its creation, developers who wrote CSS were limited to two options: either writing custom CSS or using a toolkit like Bootstrap. However, both approaches came with drawbacks. Writing custom CSS was a lot of work, and using Bootstrap limited you in styling unless you added custom CSS on top.

bootstrap - toolkit for styling websites. Has lots of themes and capabilities. docs

To make the demo more interesting, we will use the Bootstrap framework and Flask as the backend.