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# Skills and Responsibilities
# Skills and Responsibilities
Machine learning roles require a blend of technical expertise and practical abilities. These roles involve designing, developing, and deploying machine learning models to solve real-world problems. Key skills include proficiency in programming languages like Python, a strong understanding of statistical concepts, and experience with machine learning frameworks. Responsibilities often encompass data collection and preprocessing, model selection and training, performance evaluation, and continuous model improvement.