Beyond Jupyter Notebooks (Windows 11/WSL2): MLOps Environment Setup & First Deployment

A full Windows 11 and WSL2 walkthrough based on the FourthBrain/DLAI event "Beyond Jupyter Notebooks: MLOps Environment Setup & First Deployment":

Find the FourthBrain repository this walkthrough follows here:

And the DeepLearningAI Repository with FastAPI/Docker app:

Tools Used:

If you're interested in learning more about these topics, check out FourthBrain's courses here:

[lola]

I follow this tutorial and it's just amazing! Thank you for sharing this high-quality content!

[chrisogonas]

Thanks for sharing. That was quite useful.

[telmoc]

There is some misleading information in this tutorial: while the anaconda environment was created within WSL2 / Ubuntu, the Python execution environment selected in VS Code was actually a pre-existing anaconda environment installed on Windows. I lost an unreasonable amount of time trying to track why my WSL conda environment wasn't showing up as shown.

This does not matter for this tutorial -- the Python interpreter in VS Code is only used to run a jupyter notebook cell -- but the discrepancy in environments between VS Code and WSL can lead to hard to track bugs if this environment setup is kept as is.

[mannapmt]

hello i need quick help her the env that i set up in WSL dont show in VS Code can u help in this ... ?

[curisity]

very easily understood. Just curious, what is the difference between the Coursera DeepLearningAI course and the FourthBrainAI courses ?- Because you seem to be the instructor for both. Even among the FourthBrain there is ML Engineering vs MLOps ?