In the context of building a scalable and efficient data pipeline for a machine learning project, which of the following practices are essential to ensure high data quality throughout the pipeline? Choose two correct options.

Real Exam

Exclusively utilizing batch processing to avoid the complexities of streaming data

3.3%

Implementing comprehensive data validation and cleansing procedures at each stage of the pipeline

46.7%

Omitting data validation to expedite the pipeline processing time

0.0%

Minimizing transformation steps to reduce computational overhead without considering data quality impacts

0.0%

Incorporating both batch and streaming data processing with tailored validation mechanisms for each

50.0%

Google Professional Machine Learning Engineer