Mce: [Hardware Error] on startup

In your case I would try some kernel parameters. They can be changed by:

  1. Use nano to edit /etc/default/grub: sudo nano /etc/default/grub
  2. Add the kernel parameter you want inside the quotes to the line starting GRUB_CMDLINE_LINUX_DEFAULT=
  3. Save the change by pressing CTRL+O together. Then exit with CTRL+X.
  4. Update grub with sudo update-grub

In your case I would test the kernel parameters

mce=off

and

mce=nobootlog

https://www.kernel.org/doc/Documentation/x86/x86_64/boot-options.txt

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