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The Machine Learning Engineer role at a Boston-based cybersecurity start-up involves developing machine learning solutions tailored to enterprise clients. The team is currently focused on a significant project utilizing large neural networks to identify security vulnerabilities, making this position critical for enhancing the company's offerings in quantifying financial risks associated with security threats.