trainer.push_to_hub()

Inference
Great, now that you have fine-tuned a model, you can use it for inference!
Load a video for inference:
 

sample_test_video = next(iter(test_dataset))

The simplest way to try out your fine-tuned model for inference is to use it in a pipeline. Instantiate a pipeline for video classification with your model, and pass your video to it: