The Machine Learning Engineer at Synthesia will play a crucial role in developing the AI-driven coaching platform that enhances training for employees through interactive roleplay. The responsibilities include creating models that assess learner performance and provide instant feedback, as well as working collaboratively with a product-focused development team. Candidates should have extensive experience in software engineering and a solid understanding of machine learning, with a strong emphasi