Marlabs partnered with a global life sciences company based in London, Ontario (500+ employees) to modernize clinical imaging and biopsy image analysis with machine learning, aiming to increase accuracy and efficiency while cutting manual processing time that was slowing research and limiting scale. The engagement addressed highly manual, error-prone, resource-intensive workflows by applying a five-phase approach: business understanding and KPI definition, model design and development with tuning, model output assessment and comparison, containerized deployment for scalability, and ongoing monitoring with training, workshops, and documentation. Services and technologies included machine learning consulting, RPA, data science advisory, and GitHub, Terraform, Docker, PostgreSQL, Python, Reac

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