Cherry pick `Self Supervised Pre-Training tutorial Fix (11206)` into `r2.0.0`
[🤖]: Hi @monica-sekoyan 👋,<br><br>we've cherry picked #11206 into `r2.0.0` for you! 🚀<br><br>Please review and approve this cherry pick by your convenience\!