Updated linalg functions in tensors_deeper_tutorial.py

[ignaciobartol]

Fixes #2933

Description

Hi, after reading #2933, there are a few things that I noted while attempting to solve this issue:

1. While torch.cross is more flexible and allows you for more complex cross products, I believe the expected behavior is usually the one from torch.linalg.cross implementation. In this discussion it explains why blindly using torch.cross can lead you to an intersting bug-hunting.
2. The function torch.svd is deprecated and will be removed in future pytorch release.
3. For completion and to avoid beginner user confusion, I also changed to use torch.linalg.matmul which actually calls torch.matmul, but I think it would be better from a beginner user standpoint, to refer them to torch.linalg for all linear algebra related operations.
4. It would be nice to add maybe a tag/flag in the youtube video here mentioning the updates to linear algebra operations.
5. Added ref to torch.linalg docs.

Checklist

• The issue that is being fixed is referred in the description
• Only one issue is addressed in this pull request
• Labels from the issue that this PR is fixing are added to this pull request
• No unnecessary issues are included into this pull request.

cc @albanD

[pytorch-bot]

🔗 Helpful Links

🧪 See artifacts and rendered test results at hud.pytorch.org/pr/pytorch/tutorials/2959

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[albanD]

Looks great and thank you for the detailed PR description!