Databricks Machine Learning Professional Question 214
Single answerYou are tasked with deploying a machine learning model for real-time predictions in a production environment. The model needs to handle high throughput, scale dynamically based on traffic, and integrate easily with other cloud-native services. Why is using a cloud-provided RESTful service hosted in a containerized environment the optimal solution?
- A
It provides dynamic scalability to handle varying workloads seamlessly.
- B
RESTful services do not require additional infrastructure for hosting and maintenance.
- C
Containerization ensures the model environment is reproducible and portable across different platforms.
- D
It eliminates the need for monitoring and logging in production environments.
Show answer and explanation
Correct answer: A
Explanation
Cloud-provided RESTful services hosted in containers are ideal for production-grade real-time deployments because they offer dynamic scalability, seamless integration with other cloud-native services, and high reliability. The ability to scale infrastructure based on workload ensures the system can handle varying traffic demands without manual intervention, which is essential for production environments.
- A. Correct.
Dynamic scalability is a key benefit of cloud-provided RESTful services. They allow the infrastructure to scale up or down automatically based on traffic demands, ensuring high availability and performance.
- B. Incorrect.
While RESTful services are easy to deploy, they still require cloud infrastructure for hosting and maintenance. This statement is incorrect as it oversimplifies the requirements for deployment.
- C. Incorrect.
Although containerization provides reproducibility and portability, it is not the primary reason why this setup is the best solution for production-grade deployments. Scalability and integration with cloud services are more critical in this context.
- D. Incorrect.
Monitoring and logging are crucial for real-time production systems, and cloud-provided services often come with integrated tools for these tasks. However, this option incorrectly suggests that these tasks are unnecessary.