Keras VS Mono

Keras

As a beginner, I was looking for something simple and flexible for developing deep learning models and that is when I found Keras. Many AI/ML professionals appreciate Keras for its simplicity and efficiency in prototyping and developing deep learning models, making it a preferred choice, especially for beginners and for projects requiring rapid development.

After setting the variables for the environment, the next step is to install dependencies. To use Gemma, KerasNLP is the dependency used. KerasNLP is a collection of natural language processing (NLP) models implemented in Keras and runnable on JAX, PyTorch, and TensorFlow.

All breaking changes are listed here: https://github.com/keras-team/keras/issues/18467

You can use this migration guide to identify and fix each of these issues (and further, making your code run on JAX or PyTorch): https://keras.io/guides/migrating_to_keras_3/

I'm guessing the "real" keras code is coming from the keras repository. Is that a correct assumption? How does that version of Keras get there? If I wanted to write my own activation layer next to ELU, where exactly would I do that?

Other popular machine learning tools include PyTorch, Keras, and Scikit-learn. PyTorch is an open-source machine learning library developed by Facebook that is known for its ease of use and flexibility. Keras is a high-level neural networks API that is written in Python and is known for its simplicity. Scikit-learn is a machine learning library for Python that is used for data analysis and data mining tasks.

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I'm not aware of anything off-the-shelf, but if you have sufficient programming experience, one way to do this would be to build a large dataset of reference images and pictures and use something like keras to train a convolutional neural network on them.

In the video you basically install .NET 7.0 SDK with the deb packages from Microsoft repos AND mono deb packages from repos laid out in https://www.mono-project.com/ apart from Unity and VS Code. And then you configure VS Code so that it always uses Mono installed in the system (not Unity Editor's own instance???)

4- Any user-side telemetry would be in the MS .Net framework, which is not used when you selfhost as .net based stuff like Jellyfin use Mono, which is fully open-source and independent (https://www.mono-project.com/)

Did they intentionally name it after a widely used, well known programming framework[1], or did they want to guarantee, I dunno, that they will fly way, way under the radar? I thought it was bad form to name a new programming language 'Cedar', but at least the other Cedar isn't actively developed, unlike the other Mono.

[1] https://www.mono-project.com/ for the few of you who didn't know.

.NET 4.8.1 and earlier do not install on Linux. Unless you want to play around with Mono (your mileage may vary): https://www.mono-project.com/

They have deceived you. https://www.mono-project.com/ I seriously don't know how well wine can deal with newer .NET winforms

It also gained a lot of more popularity and success after the release of the open source implementation of it called Mono.

Hey, I'm working on a C++ game engine in VS Code and wanted to add C# scripting, so I'm trying to install Mono. I already got SDL2 working with CMake, but I'm having trouble setting up Mono because it doesn't seem to have any out of the box CMake support.

Microsoft already has universal cross flatform low level spyware as C# and .NET (which is used by tons of even native linux games, especially made with Unity), mono is sponsored by Microsoft and has telemetry. Wine also uses mono.

And then installs proprietary steam, spotify, vscode and develops on C# for linux with telemetry even in mono runtime...