
DevOps Manager
3 weeks ago
DevOps Manager (ML Focused)
AppTestify is a leading provider of On-Demand Testing and Digital Engineering Services, committed to delivering scalable solutions with cutting-edge technologies. With a team of over 100 engineers, we've proudly served over 120 clients globally, specializing in DevOps, automation testing, API testing, functional testing, mobile testing, and comprehensive digital engineering solutions. We're looking for an experienced DevOps Manager with a strong focus on Machine Learning (ML) operations to join our team.
Location : This is a work-from-office opportunity based in Pune, Maharashtra, India.
Responsibilities :
- Lead and manage the DevOps team, with a particular emphasis on integrating and optimizing DevOps practices within Machine Learning (ML) lifecycles.
- Design, implement, and maintain robust and scalable CI/CD pipelines for both traditional software and ML models.
- Develop and enforce best practices for real-time model monitoring, observability, and alerting to ensure the health and performance of deployed ML models.
- Standardize and streamline the deployment process for ML models, ensuring consistency, reliability, and reproducibility across environments.
- Drive infrastructure automation using tools and scripts to provision, configure, and manage cloud resources efficiently.
- Collaborate closely with data scientists, ML engineers, and software development teams to understand their needs and provide effective DevOps solutions for ML.
- Implement and manage version control, release management, and configuration management for ML code, data, and models.
- Evaluate and introduce new tools and technologies to improve the efficiency and effectiveness of our ML DevOps processes.
- Ensure security, compliance, and governance for ML pipelines and infrastructure.
- Mentor and guide junior team members, fostering a culture of continuous learning and improvement within the DevOps team.
Key Skills & Qualifications :
- 10-12 years of extensive experience in DevOps, with a significant focus and proven expertise in DevOps for Machine Learning (MLOps).
- Strong hands-on experience with CI/CD pipeline implementation, automation, and deployment strategies.
- Expertise in setting up and managing real-time model monitoring and observability solutions for ML models.
- Demonstrated experience in ML model deployment and standardization, including model versioning, serving, and lifecycle management.
- Proficiency in infrastructure automation using tools like Terraform, Ansible, Chef, Puppet, or similar.
- Solid understanding of cloud platforms (AWS, Azure, GCP) and their services relevant to DevOps and ML.
- Familiarity with containerization technologies (Docker, Kubernetes) and their application in ML workflows.
- Experience with scripting languages (e.g., Python, Bash) and version control systems (e.g., Git).
- Excellent leadership, communication, and interpersonal skills, with the ability to manage a team and collaborate effectively across departments.
- Problem-solving mindset with a proactive approach to identifying and addressing challenges.
Why Join AppTestify?
At AppTestify, you'll be part of a dynamic and innovative team that's at the forefront of digital engineering and testing. We offer a collaborative environment where your expertise in DevOps for ML will be critical in delivering cutting-edge solutions to our diverse global clientele. Join us to empower businesses to deploy better software, faster.
Are you ready to lead our efforts in bringing robust DevOps practices to the exciting world of Machine Learning? We look forward to hearing from you
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