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A simple yet complete guide to MLOps tools and practices - from a conventional way to a modern approach of working with ML projects.

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Assuming readers install git for the first time on a new system/WSL distro, ensure the name, email are set up correctly to match their GitHub/GitLab acocunt. Also ensure the autocrlf...

In Chapter 14, the name of the docker image needs to be replaced in the yaml that will be deployed with kubectl. Look into a way to use a variable...

For people that want to go beyond the cloud solution we propose, mention some useful tools that can be used on-premise and add links in the 'Tools" page: * cncf...

Add note about handling multiple Python version. This is not an easy topic to solve, but maybe mention some solution (like pyenv, alternative, rye,..) for people that have multiple versions...

Remove spaces in variables through the guide that should be replaced by the user, going from, for example, `` to `` in order to make it easier to replace that...

Add warning about jupyter/python files location: * on Linux, don't put the fiels in a too deep folder structure, as this can have an impact on package installation with pip...

When using GCloud as provider, it is possible to visualize the results of some command in the GCloud interface. Add links to the relevant GCloud interface when we ask to...

At the moment, the chapter 15 asks to update the CI/CD pipeline to containerize and publish the Docker image and to deploy the service on Kubernetes. My proposition would be...

Through the usage of git, the user might come accross Vim or Nano, especially on WSL2. Add a small tips info box giving the bare minimal, survival vim kit: *...

Should we add a proper conclusion and feedback session to the presentation? Should we send a feedback form to the participants N days after the end of the workshop to...