How would you do this statistical analysis task, calling it "AI". However, it was mentioned every Staff Data Scientist has left because there is no role definition and they still aren't sure what the objective of the role.

You will be given a take home dataset of 1000 records and are only allowed 3 hours of working time including create a presentation for 15 minutes of interviews. In my case, I used libraries I had built to do RL hyper parameter optimization with XGBoost to use PDP plots to understand which variables impacted the target variable the most.

Software engineers were the interviewers that only knew XKCD memes and didn't understand basic ML.

Question

How would you do this statistical analysis task, calling it "AI". However, it was mentioned every Staff Data Scientist has left because there is no role definition and they still aren't sure what the objective of the role.

You will be given a take home dataset of 1000 records and are only allowed 3 hours of working time including create a presentation for 15 minutes of interviews. In my case, I used libraries I had built to do RL hyper parameter optimization with XGBoost to use PDP plots to understand which variables impacted the target variable the most.

Software engineers were the interviewers that only knew XKCD memes and didn't understand basic ML.

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