Functional

• Design, implement, and manage CI/CD pipelines tailored for machine learning workflows.
• Ensure that machine learning models are properly versioned and deployed into production, staging, or testing environments automatically.
• Collaborate with data scientists and software engineers to optimize the automation process for training, validating, and deploying machine learning models.
• Continuously monitor the performance and reliability of CI/CD pipelines and make adjustments as necessary.
• Set up environments and fully implement scalable machine learning operations.
• Continuously monitor, optimize, debug and automate MLOps pipelines for increased quality and efficiency including pipeline level, module level, and system-level inspection.
• Develop & maintain the infrastructure & tools that facilitate the deployment and monitoring of our ML algorithms in production.
• Keep abreast of the latest technology trends to drive standard methodologies and stay ahead of the curve.
• Document and track all systems, pipelines and best practices.