How would you detail the workflow from training a machine learning model to its deployment in production?

Very hard Difficulty

Very-hard questions are the ultimate test of your expertise and preparation. They demand not just knowledge, but creativity and strategic thinking, often addressing unique or highly technical aspects of your field.

ML Knowledge question

ML Knowledge questions test your theoretical understanding of machine learning concepts. Showcase your grasp of algorithms, model training techniques, feature engineering, and the mathematical foundations of artificial intelligence.

Here's a Hint

Structure your answer as a pipeline with clear stages from data preparation to monitoring, highlighting potential challenges at each step.