Lead Machine Learning Operations Engineer (PySpark, Python, R)
- マシンラーニング
- Other places
- 05/06/2024
- -
At FM Global, a preeminent property insurer for some of the world's largest corporations, we empower over one-third of FORTUNE 1000-sized companies with advanced, engineering-based risk management and property insurance solutions. With a strong focus on maintaining business continuity, FM Global utilizes cutting-edge loss-prevention engineering, robust risk management practices, and comprehensive risk transfer capabilities. Our financial solidity underpins our promise of resilience and reliability.
Our diverse and dynamic team spans across more than 100 countries, encompassing a variety of challenging roles, all committed to the common goal of innovation and excellence in risk solutions.
FM Global is actively searching for a Lead Machine Learning Engineer to spearhead Machine Learning initiatives within our AI/ML team. This role centers around collaborating with Data Science, Data Engineering, Solution Architecture teams, and Subject Matter Experts to enhance and build a sophisticated Azure AI/ML Ops environment.
As a pivotal member of our team, you'll embark on developing AI/ML-based applications that significantly impact our clients, managing complete lifecycle of ML development—from data ingestion and model experimentation to training, deployment, and continuous monitoring.
Leadership: Drive data pipeline architecture, transition data science models from prototype to production, resolve production issues, and oversee operational monitoring while provisioning necessary Azure infrastructure.
Collaboration: Forge strong partnerships with data scientists to understand and implement data requirements, aiding in the seamless transition of data science model prototypes into production. Mentor and provide training to junior team members.
Continuous Improvement: Constantly enhance our code deployment processes, model monitoring frameworks, and documentation of project operations.
Technical Competency: Design and maintain the necessary cloud infrastructure to support various teams, ensure high-quality code is developed with extensive test coverage, and lead code reviews to uplift the code quality within the team.
Passion for Technology: Keep up-to-date with the latest in MLOps, LLMOps, machine learning, and AI. Disseminate fresh insights and technologies throughout the team to maintain our industry-leading position.
Our current toolkit includes Python, PySpark, SQL, R Studio, Databricks, Azure ADO, Azure AI/ML Data Factory, various Azure services (Virtual Machines, Azure Web Apps, Cloud Storage, Azure ML), Anaconda packages, Git, GitHub, GitHub Actions, Terraform, Artifactory, Airflow, Docker, Kubernetes, Linux/Windows VMs, Dynatrace, and Slack for monitoring and alerting.
Prospective candidates should have a minimum of 7 years in AI/ML solution implementation and expertise in Python, R, PySpark, and SQL. Experience with MLOps, Data Engineering, software engineering, or related fields for over 5 years is desired, alongside in-depth knowledge in Azure technologies, GitHub Actions, Terraform, etc.
A Bachelor’s or higher in Computer Science, Statistics, Mathematics, Data Science, or related field is preferred along with a passion for AI/ML innovation and collaborative teamwork.
You will be part of a company that values innovation and is committed to providing global resources with a personal touch. FM Global's comprehensive Total Rewards program includes incentive plans, exceptional health benefits, a 401(k) and pension plan, opportunities for career development, tuition reimbursement, and much more.
FM Global is proud to be an Equal Opportunity Employer, dedicated to hiring, developing, and retaining the most talented and diverse workforce possible.
Job Title: Lead Machine Learning Operations Engineer (PySpark, Python, R)
Company: Factory Mutual Insurance Company
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