[kadder]

Machine learning Academia, is very different from how its applied in a real world setting. The number of people who can launch a model and deal with the intricacies of serving a model in production are still very few. Resources like these are essential for people not familiar with ML. We need more people who can apply successfully at scale.

A top down approach to learning ML in my opinion is more efficient than a bottom's up approach, that most people try to advocate