Answer: The system's capacity to dynamically adjust its computational resources to handle the increased data loads and user traffic without degradation in performance.

**Correct Option: C. The system's capacity to dynamically adjust its computational resources to handle the increased data loads and user traffic without degradation in performance.** **Explanation:** Scalability in this context refers to the machine learning system's ability to efficiently manage and process the anticipated surge in data volume and user requests during peak times, such as the holiday season, without compromising performance. This involves dynamically scaling computational resources up or down based on demand. **Why other options are not correct:** - **A. The system's ability to maintain high accuracy levels despite the increase in data volume and user requests:** While maintaining accuracy is important, this option focuses on model performance rather than scalability. - **B. The system's capability to reduce operational costs by optimizing resource usage during peak and off-peak times:** Although cost-efficiency is a consideration, this option emphasizes cost reduction over the system's ability to handle increased loads. - **D. The system's feature to simplify the model architecture to ensure faster deployment and easier maintenance:** Simplification of the model architecture may aid in deployment and maintenance but does not directly address the system's scalability in terms of handling increased data and user traffic.

Author: LeetQuiz Editorial Team