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ML engineering is an emerging field, and pursuing certifications can help candidates showcase their abilities to potential employers, validate their expertise, and deepen their understanding of the technical concepts and tools needed to address real-world challenges. This article outlines three popular machine learning certifications, including IBM’s online program on the Coursera platform, Amazon’s certification focused on improving a person’s ability to design, develop and create machine learning models with the AWS Cloud, and Google Cloud’s certification which validates a candidate’s expertise in designing, building and deploying ML models.