AI Operations Specialist: Model Management Expert
1 semana atrás
We are seeking an experienced AI Operations Specialist to join our team at Unit4, a fast-paced and high-growth software company. As a key member of our Snowflake-centric AI operations team, you will take ownership of managing AI models on Snowflake, ensuring their reliability, scalability, and performance.
Estimated Salary: $120,000 - $160,000 per year, depending on experience and location.
Job DescriptionIn this critical and growing function, you will collaborate with data scientists and engineers to ensure models are properly versioned, tested, and deployed. Your responsibilities will include building and maintaining deployment pipelines for AI/ML models, implementing monitoring tools to track performance metrics, and responding to incidents to minimize downtime and business impact.
Key Responsibilities- Model Deployment and Management: Build and maintain deployment pipelines for AI/ML models and ensure seamless transition from development to production.
- System Monitoring and Incident Management: Monitor AI systems in real time to detect anomalies, failures, or performance degradation, respond to incidents to minimize downtime and business impact, and develop and maintain dashboards for key AI system performance metrics.
- Performance Optimization: Analyze and improve model inference times and operational efficiency, identify bottlenecks in data pipelines and recommend solutions to optimize throughput, and proactively manage cloud resources to balance cost and performance.
- Data Management: Collaborate with data engineering teams to ensure the availability of high-quality data for AI systems, implement processes for automated data validation, anomaly detection, and error correction, and manage data lineage and compliance requirements for AI-related workflows.
- Continuous Improvement: Apply best practices to enhance AI model lifecycle management, stay updated on emerging technologies and tools for AI operations, and provide feedback to improve model training, testing, and deployment workflows.
- Snowflake Expertise: Hands-on experience with Snowflake, including Snowpark, virtual warehouses, and query performance optimization.
- Ai/ml Knowledge: Strong foundation in AI/ML principles, with practical experience in deploying and monitoring models in production.
- Operational Skills: Familiarity with CI/CD pipelines tailored for AI/ML workflows, knowledge of data validation and monitoring tools for maintaining data integrity.
- Soft Skills: Self-starter with the ability to work independently and manage end-to-end responsibilities, strong analytical and problem-solving skills, and clear communicator who can collaborate across teams.
We offer a competitive salary and benefits package, as well as opportunities for continuous learning and professional growth. Our company culture is built on trust, balance, and autonomy, and we prioritize well-being and sustainability. Join us to drive impactful business outcomes and lead AI on Snowflake to the next level.
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