Senior ML Engineer, Biologics Discovery - BE

Johnson & Johnson seeks a Senior ML Engineer for the Biologics Discovery Data Science team to build and operate ML model deployment, lifecycle management, and governance capabilities. This role bridges model development and production environments, enabling AI solutions to serve discovery scientists reliably at scale.

Responsibilities

• Build scalable pipelines delivering model-ready data to ML and AI workflows
• Establish deployment, serving, monitoring, and lifecycle management for ML models in production
• Implement versioning, reproducibility, and rollback capabilities across AI/ML solutions
• Develop observability and alerting practices for model performance, data quality, and system reliability
• Partner with data scientists and domain experts to create reliable integration patterns

Requirements

• Expertise in ML operations, CI/CD pipelines, and model deployment practices
• Experience with production ML systems, monitoring, observability, and performance management
• Strong background in data pipeline architecture and versioning systems
• Knowledge of model governance, reproducibility, and lifecycle management
• Demonstrated ability to work across data science, engineering, and scientific teams
• Experience scaling AI/ML capabilities to handle complex, evolving scientific workflows