Background: Talk a bit about yourself, talk a bit about your experience, talk a bit about your skill and what problem you solved. Coding: easy level coding, similar to 2 sum Case: how to quantify problems, what features you think of to use, how to evaluate performance, etc.
A lot of questions from all possible topics in ML & NLP. Coding questions of intermediate level.
Why this position at Allstate?
The case study presents real data and they ask questions about how you would approach the modeling process. Understand imbalanced class classification, model evaluation, cross validation, and logistic regression, and perhaps more sophisticated techniques.
Dynamic programming question, SQL/PANDAS question
What are 3 strengths and 3 skills you would like to improve?
Compare and contrast 2 computer languages/packages that you've used.
Programming/SQL/Statistics/ML/Experimental Design/AB Testing Each stage had more difficult questions.
Technical questions testing your knowledge of the fundamentals in four main categories: maths/stats, coding (Python), SQL, machine learning.
Wat trok je tot NN?
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