Machine Learning Ops Engineer, Global SRE

TikTok
Singapore
Workplace: OnsiteFull timeFunction: Data Science & Machine LearningEducation: bachelorsSkills: ["Communication","Ownership","Troubleshooting","Production operations"]

Own the reliability of machine learning systems across the model lifecycle, from data preparation through training, deployment, and online serving. Set service level objectives for online ML serving, improve offline training stability and success rates, and support GPU-based model training rollouts in non-China regions. Manage ML resource planning and budgets, maintain stability for AIGC-related workloads, and troubleshoot production issues to keep systems efficient and dependable.

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FursaFursa
TikTok
TikTok
1 month ago

Machine Learning Ops Engineer, Global SRE

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Canonical indexed version, validated from employer's careers page.

Source: Company careers pageValidated by: Fursa AI
Last checked: 11 hours agoStatus: Live

Job Summary

Own the reliability of machine learning systems across the model lifecycle, from data preparation through training, deployment, and online serving. Set service level objectives for online ML serving, improve offline training stability and success rates, and support GPU-based model training rollouts in non-China regions. Manage ML resource planning and budgets, maintain stability for AIGC-related workloads, and troubleshoot production issues to keep systems efficient and dependable.
Location: Singapore
Workplace: Onsite
Employment Type: Full time
Job Function: Data Science & Machine Learning

Key Responsibilities

  • •Set SLOs and maintain stability of online machine learning serving systems.
  • •Maintain stability of offline machine learning training tasks and improve training success rates.
  • •Roll out GPU model training in non-China regions.
  • •Ensure stability of AIGC-related machine learning tasks.
  • •Manage and plan ML resources, including cost/budget and resource efficiency for offline and online workloads.

Key Requirements

  • •Bachelor's degree in Computer Science or Software Engineering (or equivalent practical experience).
  • •Expertise in Linux operating systems, networking, and storage.
  • •Programming experience in at least one: Python, Go, C, C++, or Java.
  • •Experience troubleshooting application issues or production operations.
  • •Effective communication skills with strong ownership and drive.
Experience:Machine learningSREAdsRecommendationSearch
Education:Bachelor's in Computer Science or Software Engineering
Skills:CommunicationOwnershipTroubleshootingProduction operations
Tech Stack:LinuxPythonGoCC++Java

Company Brief

TikTok
Short-form video platform that lets users create, share, and discover entertainment content through algorithmic recommendations. It also offers advertising and creator tools for brands, influencers, and businesses.
Industry: Digital Media
Company Size: Enterprise (1,001+ employees)
Growth: Scaleup
Headquarters: Singapore, Singapore
Founded: 2016
WebsiteLinkedIn