Hireovo · AI & Machine Learning
MLOps Engineer
Toronto, Canada · FULL TIME
About the role
Senior MLOps Engineer talent pool in Toronto, focused on monitoring after a model is live.
Employer assignments use this pool when they need a MLOps Engineer in Toronto, Canada, who is accountable for monitoring after a model is live. The useful week is spent checking drift, latency, and error rate, and paging only when a user is affected, with mistakes corrected in the open rather than buried.
Responsibilities
- Review the drift report for the input shift and correct it before anyone else relies on it.
- Keep a single current latency budget, and archive the older copy once you have dealt with the slow predictions.
- Ask the on-call engineer to challenge the error budget, especially around the rising failure rate.
- Write the assumption behind the alert review in two or three plain sentences, and mention the pages that are noise.
- Compare this week's rollback drill note with the previous one and explain an untested rollback.
- Stop and rework the weekly health note if you find a metric that moved without a reason.
Requirements
- Roughly 5 to 8 years of monitoring live model services that matches this mlops engineer profile, or a shorter record with the same kind of finished work.
- Practical skill with metrics, logs, and a deployment pipeline in mlops engineer work, not a certificate alone.
- Able to explain which movement in a metric deserves a page to a colleague who was not in the room.
- Careful with alerts that nobody acts on; this is checked in review of mlops engineer work.
- For the mlops engineer brief in Toronto, use the working language of that assignment in Canada.
Nice to have
- Drift checks is useful on mlops engineer assignments in Toronto, and it is not required.
- People who have already done a rollback drill can start this mlops engineer brief with less coaching.
- Alert review is a plus for mlops engineer work based in Toronto.
Skills
Python, pipeline operations, deployment, monitoring, access control, version control, logging, incident response
Working conditions
This is an on-site mlops engineer listing in Toronto, Canada. Work happens at the assignment's premises. The usual week is Monday to Friday, on Eastern Time. The work is desk-based and includes a share of pipeline or deploy cover.
Location
The hiring base for this mlops engineer listing is Toronto, Canada. English is the working language for this Toronto brief.
Qualified people are considered without regard to race, color, religion, sex, national origin, age, disability, or other characteristics protected by applicable law.
This is a talent-pool listing. Your profile will be reviewed and matched to employer openings that fit; submitting an application does not guarantee an interview or placement.
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