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What would you consider your biggest accomplishments in your current role?

When it comes to sharing machine learning results with stakeholders, what steps do you take to ensure they are actionable?

Could you walk me through how attention mechanisms contribute to the functionality of neural networks?

What role does the assumption of error play in ensuring accurate linear regression models, and why is it critical to consider?

Could you provide an overview of what outlier detection involves?

Which optimization algorithms are you acquainted with? Can you discuss strategies for dealing with an optimization task that involves a million variables? Could you walk me through the workings of the simplex method in optimization?

Do you have a proud moment from a project?

What are the different types of sampling techniques?

Is there a particular reason you are applying to Careem?

Could you provide an overview of the BERT model, its benefits, and a depiction of its architectural design?