ML Ops Engineer
3 days ago
Job Responsibilities
- Evaluate and source appropriate cloud infrastructure solutions for machine learning
needs, ensuring cost-effectiveness and scalability based on project requirements.
- Automate and manage the deployment of machine learning models into production
environments, ensuring version control for models and datasets using tools like
Docker and Kubernetes.
- Set up monitoring tools to track model performance and data drift, conduct regular
maintenance, and implement updates for production models.
- Work closely with data scientists, software engineers, and stakeholders to align on
project goals, facilitate knowledge sharing, and communicate findings and updates to
cross-functional teams.
- Design, implement, and maintain scalable ML infrastructure, optimizing cloud and on-
premise resources for training and inference.
- Document ML processes, pipelines, and best practices while preparing reports on
model performance, resource utilization, and system issues.
- Provide training and support for team members on ML Ops tools and methodologies,
and stay updated on industry trends and emerging technologies.
- Diagnose and resolve issues related to model performance, infrastructure, and data
quality, implementing solutions to enhance model robustness and reliability.
Education, Technical Skills & Other Critical Requirement
- 3-6 years of relevant experience in AI/ analytics product & solution delivery
- Bachelors/Masters degree in an information technology/computer science/
Engineering or equivalent fields experience.
- Proficiency in frameworks such as TensorFlow, PyTorch, or Scikit-learn.
- Strong skills in Python and/or R; familiarity with Java, Scala, or Go is a plus.
- Experience with cloud services such as AWS, Azure, or Google Cloud Platform,
particularly in ML services (e.g., AWS SageMaker, Azure ML). Databricks is a must
have.
- CI/CD tools (e.g., Jenkins, GitLab CI), containerization (e.g., Docker), and
orchestration (e.g., Kubernetes).
- Experience with databases (SQL and NoSQL), data pipelines, ETL processes, ML
pipeline orchestration (Airflow)
- Familiarity with monitoring and logging tools such as Prometheus, Grafana, or ELK
stack.
- Proficient in using Git for version control.
- Strong analytical and troubleshooting abilities to diagnose and resolve issues
effectively.
- Good communication skills for working with cross-functional teams and conveying
technical concepts to non-technical stakeholders.
- Ability to manage multiple projects and prioritize tasks in a fast-paced environment.
Preferred:
- Familiarity of new age AI and ML techniques such as GenAI, foundational models,
large language models (LLMs) and applications
- Relevant certifications in cloud platforms, machine learning, or data science (e.g.,
AWS Certified Machine Learning, Azure Data Engineer).
- Prior experience in MlOps
- Prior experience in P&C Insurance
Certifications: Databricks Certified Machine Learning, Databricks Certified Data Engineer Professional, Microsoft Certified: Azure AI Fundamentals (AI-900), Microsoft Certified: Azure AI Engineer Associate (AI-102), Microsoft Certified: Azure Data Scientist Associate (DP-100). Prioritize candidates with any of these certifications.
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