In the part of both the tutorial and the video, in the section where you're supposed to select the python interpreter on vscode, both the tutorial and the video select an interpreter located on windows and not the one installed on ubuntu on WSL. The reason for this is that you selected a python.exe file which does not exist in the ubuntu conda environment. Both the tutorial and the video are not using the python interpreter from the conda environment on ubuntu but the one on windows.
You should update the tutorial to include that the WSL extension needs to be installed on vscode and that you need to remote into ubuntu on WSL as shown in the following articles:
Once you remote into WSL2 from vscode (or run it from the terminal using code .) then you can select the interpreter that was installed in the ubuntu conda install.
I was going through this tutorial and following along with this youtube video as well:
Beyond Jupyter Notebooks (Windows 11/WSL2): MLOps Environment Setup & First Deployment https://www.youtube.com/watch?v=C7fBf33nQ7E
In the part of both the tutorial and the video, in the section where you're supposed to select the python interpreter on vscode, both the tutorial and the video select an interpreter located on windows and not the one installed on ubuntu on WSL. The reason for this is that you selected a python.exe file which does not exist in the ubuntu conda environment. Both the tutorial and the video are not using the python interpreter from the conda environment on ubuntu but the one on windows.
You should update the tutorial to include that the WSL extension needs to be installed on vscode and that you need to remote into ubuntu on WSL as shown in the following articles:
How to Set Up VS Code with WSL 2 on Windows 10 and 11 https://www.makeuseof.com/how-to-set-up-vs-code-with-wsl-2-windows-10-11/#:~:text=Navigate%20to%20the%20project%20directory,app%20in%20the%20Linux%20environment.
Remote development in WSL https://code.visualstudio.com/docs/remote/wsl-tutorial#_python-development
How to refer to UNIX-Python-executable in "select interpreter" in VS Code instead of .exe? #20839 https://github.com/microsoft/vscode-python/issues/20839
Once you remote into WSL2 from vscode (or run it from the terminal using code .) then you can select the interpreter that was installed in the ubuntu conda install.