Dataquad Inc. ยท 12 hours ago
MLOPS Engineer
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Responsibilities
Manage and optimize model deployment processes, including the use of Kubernetes for containerized model deployment and orchestration.
Maintain and manage a model registry to track versions and ensure smooth transitions from development to production.
Design, develop, and maintain robust ETL/ELT, curated and feature engineering processes using Python and SQL to extract, transform, and load data from various sources into our data platforms.
Develop and implement Continuous Integration/Continuous Deployment (CI/CD) pipelines for model training, testing, and deployment, ensuring high code quality through rigorous model code reviews.
Design and implement model inference pipelines and monitoring frameworks to support thousands of models across various pods, optimizing execution times and resource usage.
Manage, mentor, and train junior engineers, fostering their growth and learning while overseeing a large team.
Train and collaborate with data science team members on best practices in tools such as Kubeflow, Jenkins, Docker, and Kubernetes to ensure smooth model productionization.
Draft designs and apply reusable frameworks for drift detection, live inference, and API integration.
Propose and implement strategies to reduce operational costs, including optimizing models for resource efficiency, resulting in significant annual savings.
Produce MLE standards documents to assist data science teams in deploying their models effectively and consistently.
Qualification
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Required
10+ years of Machine Learning experience
Experience with Kubernetes, model monitoring and CI/CD practices
Experience with programming languages and ML frameworks (TensorFlow, PyTorch, etc)
Advanced SQL skills for complex query writing and optimization
Azure Cloud technology background
Company
Dataquad Inc.
Welcome to Dataquad Inc.
H1B Sponsorship
Dataquad Inc. has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
Distribution of Different Job Fields Receiving Sponsorship
Represents job field similar to this job
Trends of Total Sponsorships
2023 (62)
2022 (95)
2021 (125)
2020 (82)
Funding
Current Stage
Growth StageCompany data provided by crunchbase