gem
Senior Machine Learning Engineer
Index Exchange
Toronto, CAN
Full-time
Senior
Onsite
Discovered 3 weeks ago
GolangCloudCI/CDMLOpsDistributed SystemsMachine Learning Operationalization
Free
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GolangCloudCI/CD
Key Skills for This Role
GolangCloudCI/CDMLOpsDistributed SystemsMachine Learning Operationalization
Full Job Posting
- Design and implement enterprise-scale MLOps systems and platforms (including data ingestion, feature pipelines, model training, validation, deployment and monitoring), setting standards for high-performance ML products.
- Productionalize and support scalable and efficient Machine Learning models and solutions.
- Define and enforce standards for model lifecycle management, including versioning, monitoring, alerting, traceability and highly available low-latency inference systems.
- Refine and contribute to advanced data management strategies, optimizing for performance given extensive data loads.
- Mentor teams and provide guidance for machine learning engineering deployment practices, promoting a culture of excellence.
- Navigate complex problem-solving situations, contributing to decisions that affect the broader business's strategic direction.
- Utilize CI/CD best practices to ensure the enterprise keeps with innovative practices and remains efficient, through engagement with ML and MLOps evolution outside of the organization.
- Enable safe deployment strategies like shadow, canaries & gradual rollout
- Advanced degree in Computer Science, Engineering, or a related field, or equivalent experience.
- Expertise in high-performance backend technologies, preferably including Golang.
- Extensive experience with cloud and/or on-premises distributed systems, data-intensive applications, and large-scale backend system design.
- Deep knowledge of machine learning operationalization, including current trends, tools, and frameworks.
- Proven problem-solving prowess, capable of pioneering novel solutions to sophisticated technical challenges.
- Experienced in software development, deployment, and continuous improvement of complex CI/CD pipelines.
- A love of technology, or thirst for knowledge, or curiosity about the world, or a desire to solve the hardest problems.
- Comprehensive health, dental, and vision plans for you and your dependents
- Paid time off, health days, and personal obligation days plus flexible work schedules
- Competitive retirement matching plans
- Equity packages
- Generous parental leave available to birthing, non-birthing, and adoptive parents
- Annual well-being allowance plus fitness discounts and group wellness activities
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