What happens if I run the jupyter notebook without using it in virtual environment?

Upgraded my system

It is recommended to setup virtual environment to isolate the existing environment without worry of affecting other projects.

I am training the model currently on KITTI Dataset. The current GPU Is GEFORCE RTX 3060 - 12gb RAM.
What is the expected time for it to train the model (approximately 7500 images)?

The training time is different under different networks, batch-size, input-size, etc.
There is not a conclusion for that. You can try to run.

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