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How many and what types of loss functions have you come across in your experience?

Develop a streaming music service similar to Spotify.

Design a system for real-time processing of satellite imagery.

How would you use a greedy approach to search for the smallest subarray with a sum surpassing a target sum?

How do CNNs and RNNs compare in their approach to handling sequential data?

Describe a machine learning model you are familiar with and how it operates.

How do you tackle the issue of high cardinality within categorical data fields?

What method would you use to locate the longest sequence of non-repeating characters in a substring?

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?

Provide an overview of the BERT architecture's mechanics and its advantages over the BiLSTM.