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In the context of a Professional Machine Learning Engineer's role, which of the following best describes the primary objective when tasked with converting business challenges into machine learning applications? Consider the need to align ML solutions with business goals, evaluate model performance in real-world scenarios, and ensure scalability and cost-effectiveness. Choose the two most accurate options.
A
Managing and optimizing database systems for improved data retrieval.
B
Designing and implementing AI chatbots to automate customer service.
C
Identifying and solving real-world business problems by applying machine learning techniques.
D
Researching and developing new, complex machine learning algorithms without specific business applications.
E
Collaborating with stakeholders to ensure ML solutions meet business objectives and evaluating the impact of these solutions on business outcomes.