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Sure, I'd be happy to provide you with an informative tutorial on clearing memory in Python Jupyter notebooks with code examples. In Jupyter notebooks, you can clear memory by removing variables, restarting the kernel, or using specialized functions like gc (garbage collector). Let's go step by step:
One of the simplest ways to clear memory is to remove variables that are no longer needed. This can be done using the del keyword.
You can also restart the entire Jupyter kernel to clear the memory. This can be done manually through the Jupyter Notebook interface.
Note: Restarting the kernel will clear all variables and output.
Python's gc module provides an interface to the garbage collection facility for memory management.
Jupyter notebooks provide a %reset magic command to remove names from the namespace.
Clearing the output of cells can also help reduce memory usage.