Software Engineer II - Machine Learning

Uber

Can you write a K-means clustering algorithm from scratch, including initialization, assignment, and update steps? Elaborate on how you would choose 'K' and handle potential issues like empty clusters or convergence.

Uber

Let's design a room reservation system. Consider the following requirements: Users: The system should allow users to search for available rooms and make reservations. Rooms: Each room has a capacity, a list of available equipment (e.g., projector, whiteboard), and a location. Reservations: Reservations have a start time, an end time, a room, and a user. Conflicts: The system must prevent double-booking of rooms. If someone tries to book a room that is already booked during that timeframe, they should receive an error message. Searching: Users should be able to search for rooms based on criteria such as capacity, available equipment, location, and time slot. Admin: Admins should be able to add new rooms, modify room details, and view all reservations. Consider the data models, APIs, and system architecture. Provide a high-level overview of your design, including the key components and their interactions. What data structures would you use to efficiently store and retrieve room and reservation information? How would you handle concurrency and prevent race conditions when multiple users try to book the same room simultaneously? What are the trade-offs between different architectural choices (e.g., monolithic vs. microservices)? What API endpoints would you expose for common operations like searching for rooms, creating reservations, and canceling reservations? How would you handle edge cases such as overlapping reservations or invalid user input? What database technology would you use and why?

Uber

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Why do you want to work at Uber? To help me best assess your fit, please provide specific examples that highlight your skills and motivations. Consider the following points in your response: Alignment with Uber's mission: How does Uber's mission of creating opportunity through movement resonate with you? Provide a specific example of how your personal or professional goals align with this mission. Interest in the technology: What aspects of Uber's technology stack or engineering challenges excite you? Have you worked with similar technologies before? For instance, are you intrigued by the complexities of real-time mapping, large-scale data processing, or mobile app development? Company culture: What do you know about Uber's culture, and why does it appeal to you? Perhaps you are drawn to the fast-paced environment, the focus on innovation, or the emphasis on teamwork. Share an example of how you thrive in a similar environment. Career growth: How do you see this role contributing to your long-term career goals? What skills are you hoping to develop at Uber? For example, are you looking to gain experience in a particular domain, work on challenging projects, or mentor junior engineers? Previous experience: How does your previous experience make you a strong candidate for this role at Uber? Provide concrete examples of how you have demonstrated the skills and qualities that Uber values, such as problem-solving, communication, and leadership.