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Finally, you can use *init scripts*. Init scripts are shell scripts that are executed when the cluster starts. This is an advanced method and gives you the most control over the environment. You can place the necessary `pip install` or `conda install` commands in the init script. This method is great for complex scenarios, such as when you need to install custom packages or manage system-level dependencies. Because it runs when the cluster starts, it ensures that your environment is always in the desired state. Choosing the right method depends on your needs, how complex your installation is, and how you want to manage your dependencies. For a quick install, `%pip` or `%conda` in the notebook is great, but cluster-level libraries are best when working in teams and for maintaining consistency. Init scripts are more specialized and useful for advanced configurations.
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