Comprehensive Resources Inc · 3 days ago
MLops Engineer
New Jersey, United States
Full-time
Remote
Senior Level, Lead/Staff
8+ years exp
Maximize your interview chancesInformation Technology & Services
Hiring Manager
Inumula Abhishek
Insider Connection @Comprehensive Resources Inc
Get 3x more responses when you reach out via email instead of LinkedIn.
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
Find out how your skills align with this job's requirements. If anything seems off, you can easily click on the tags to select or unselect skills to reflect your actual expertise.
Required
Bachelor’s degree in Computer Science, Information Technology, Engineering, or a related field.
8+ years of experience in data engineering or a related field, with a strong focus on Python, SQL, and Azure Cloud technologies.
Proficiency in advanced Python for model deployment, data manipulation, automation, and scripting.
Proficient in Kubernetes, model monitoring, and CI/CD practices.
Productionizing machine learning models, Experience with programming languages and ML frameworks (e.g., TensorFlow, PyTorch).
Advanced SQL skills for complex query writing, optimization, and database management.
Experience with big data technologies (e.g., Spark, Hadoop) and data lake architectures.
Familiarity with CI/CD pipelines, version control (Git), and containerization (Docker).
Strong problem-solving and analytical skills.
Excellent communication and collaboration abilities.
Ability to work independently and as part of a team in a fast-paced environment.
Preferred
Experience with Airflow.
Company
Comprehensive Resources Inc
Comprehensive Resources Inc (CRI) is one of the pioneering technology consulting and manpower recruiting firm in New Jersey.
51-200 employees
H1B Sponsorship
Comprehensive Resources 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 (63)
2022 (54)
2021 (35)
2020 (4)
Funding
Current Stage
Growth StageCompany data provided by crunchbase
