Answer: It reduces manual errors, speeds up repetitive tasks, and ensures consistency across the pipeline execution., It eliminates the need for manual data preprocessing by automating all steps.

**Correct Options:** C. It reduces manual errors, speeds up repetitive tasks, and ensures consistency across the pipeline execution: Automating and orchestrating ML pipelines streamline the workflow, reducing the likelihood of human error, accelerating task completion, and maintaining uniformity in how tasks are executed. A. It eliminates the need for manual data preprocessing by automating all steps: While automation does not eliminate the need for data preprocessing, it ensures that preprocessing steps are applied consistently and efficiently, reducing manual effort. **Incorrect Options:** B. It significantly slows down the data collection phase due to the overhead of automation scripts: Incorrect because automation is designed to speed up processes, including data collection, by reducing manual intervention. D. It introduces unnecessary complexity, making the pipeline harder to manage and scale: Incorrect as automation and orchestration are intended to simplify the management of complex workflows, making them more scalable and easier to manage. E. Both A and C are correct: While C is correct, A is partially correct but misleading because it suggests elimination of preprocessing, which is not accurate. Automation ensures preprocessing is done consistently, not eliminated.

Author: LeetQuiz Editorial Team