1. Conducting an Experiment 
 Tell me an experiment you’ve done.
2. Experience with Analytical Tools 
 Tell me about your experience with Analytical tools.
3. Machine Learning System Design 
 An unusual machine learning system design question that deviates from the preparation guide. The task involves creating a classifier to find data, which was not clearly indicated by the term 'data flywheel' mentioned in the guide.
4. Database Operations in Java 
 Perform database operations using Java. Write the 'WHERE' clause and ensure that all test cases pass. Note that there is no requirement to write the 'ORDER BY' clause.
5. Cross-Entropy for N-Class Classification 
 What is the worst loss in cross-entropy for classification of n classes? Provide a free text explanation.