Machine Learning/Neural Rendering Algorithm Engineer

Apple

Let's explore the concept of containment. Imagine you're building a system for managing different types of electronic devices, such as smartphones, laptops, and tablets. Each device has specific properties and functionalities. You need a way to represent these devices and their relationships in a structured manner using object-oriented principles. Specifically, how would you use containment to model the 'has-a' relationship between a device and its components, such as a smartphone containing a camera, a screen, and a battery? Consider the following aspects in your design: Class Structure: How would you define the classes for Device, Smartphone, Camera, Screen, and Battery? Clearly demonstrate how these classes would interact with each other. Containment Implementation: Provide code snippets (in a language of your choice, such as Java, Python, or C++) to illustrate how you would implement containment to represent the 'has-a' relationship. Show how a Smartphone object would contain instances of Camera, Screen, and Battery objects. Benefits of Containment: Explain the advantages of using containment in this scenario. How does it promote code reusability, maintainability, and flexibility? Provide specific examples related to the device management system. Alternatives to Containment: Discuss other approaches to modeling relationships between objects, such as inheritance. What are the tradeoffs between containment and inheritance in this context? When might you choose one over the other? Real-World Implications: How does this concept of containment apply to other real-world scenarios or software design problems? Provide at least two examples beyond the device management system. For example, your Smartphone class might have member variables that are instances of the Camera, Screen, and Battery classes. This way, the Smartphone contains these components. Your explanation should cover how these components are created, accessed, and managed within the Smartphone class. The goal is to demonstrate a solid understanding of how containment works and its practical benefits in object-oriented design.

Apple

Let's design a system for URL shortening, like TinyURL. Assume a large-scale service. Please consider the following aspects in your design: Functional Requirements: The system should generate shorter URLs (a.k.a. short links) given longer URLs. Users should be able to navigate to the original URL by entering the short link in their browser. The system should be highly available. Non-Functional Requirements: The system should have low latency for both URL shortening and redirection. Short links should be relatively short (e.g., 6-8 characters). The system should be able to handle a large number of URL shortening and redirection requests. Capacity Estimation: Assume 100 million URLs are shortened per day. Assume 1 billion URL redirections per day. Estimate storage requirements for 5 years. Design Considerations: How would you generate unique short links? What data structures and databases would you use to store the URL mappings? How would you handle collisions when generating short links? How would you optimize for low latency redirection? How would you scale the system to handle the expected traffic? Walk me through your design, explaining your choices and the trade-offs you considered. Provide diagrams where necessary to illustrate the architecture.

Apple

Let's say a developer doesn't agree that a reported bug is actually a bug. How would you handle this situation? Be specific. For example, imagine you're a QA engineer, and you find that a button on a webpage is slightly misaligned in a specific browser. You log this as a bug, but the front-end developer says it's 'within acceptable tolerances' and refuses to fix it. Or, perhaps a back-end developer claims that a specific edge-case error is so rare it's not worth the effort to address, even though you believe it violates the product's stated reliability goals. What steps would you take to resolve the disagreement while maintaining a positive working relationship and ensuring product quality? Consider the different approaches you could take based on the severity and impact of the potential bug.