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Outline the architecture for a market data platform that supports both real-time analytics and historical data analysis.

Can you share your definition of success when it comes to research?

Can you explain your process for ending a project?

Would you mind telling me what you know about Stripe?

In your view, how should the frontend be structured for a platform like Twitter, balancing features like tweeting and follower interactions

How would you incorporate uncertainty and unpredictability in a Time Series Forecasting model?

In what situations is regularization applied within machine learning, and why?

How do you envision the UI of a social media platform, particularly focusing on profiles, news feeds, and messaging? How do you plan to structure the user interface of a chat application that accommodates group conversations and multiple users?

Can you outline your plan to foster stronger customer retention and reduce the churn rate?

Could you walk me through a situation where you had to make a risky decision? What did you learn from it?