Senior MLOps Engineer at Ascentt in Plano, Texas

Job Description:

1. MLOps and DevOps Integration:

• Design, implement, and manage end-to-end Machine Learning Operations (MLOps) processes.
• Collaborate with cross-functional teams to integrate ML models seamlessly into production using tools such as GitHub Actions.

1. Machine Learning Lifecycle Management:

• Drive the implementation of best practices for ML model deployment, monitoring, and maintenance throughout the entire ML lifecycle.
• Work closely with Data Scientists and DevOps teams to streamline the deployment process and ensure scalability.

1. Infrastructure and Containerization:

• Utilize Docker for containerization to ensure consistent and reproducible deployment environments.
• Implement and maintain infrastructure as code using tools like Terraform.

1. GitHub Actions and CI/CD:

• Design and maintain robust CI/CD pipelines using GitHub Actions to automate the ML model deployment process.
• Ensure efficient version control and collaboration among team members.

1. Amazon SageMaker Expertise:

• Possess a deep understanding of Amazon SageMaker for scalable and cost-effective ML model training and deployment on AWS.
• Optimize and fine-tune SageMaker processes for enhanced performance.

1. Weights and Biases Integration:

• Leverage expertise in the Weights and Biases tool to improve model training, experimentation, and monitoring.
• Implement and maintain W&B integrations to enhance visibility and collaboration across the ML team.

• Bachelor's or Master's degree in Computer Science, Engineering, or a related field.
• Proven experience in MLOps, DevOps, and Machine Learning lifecycle management.
• Strong proficiency with Docker and container orchestration tools.
• In-depth knowledge of GitHub Actions for CI/CD workflows.
• Hands-on experience with Amazon SageMaker and AWS services.
• Familiarity with infrastructure as code (e.g., Terraform).
• Previous work with Weights and Biases tool.
• Excellent problem-solving skills and attention to detail.
• Strong communication and collaboration skills.