Senior MLOps Engineer

2 weeks ago


Plano, United States Ascentt Full time

Job Title: MLOps Engineer Location:

Dallas, TX Job Type:

Full-time Responsibilities: 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. 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. Infrastructure and Containerization: Utilize Docker for containerization to ensure consistent and reproducible deployment environments. Implement and maintain infrastructure as code using tools like Terraform. 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. 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. 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. Qualifications: 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.


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