Senior Machine Learning Engineer, Reliability
RobloxUser-Generated Content company
San Mateo, United States$196,750 - $243,290 USDSenior
Altimeter Capital
Dragoneer Investment Group
Andreessen Horowitz
Tencent
First Round Capital
Warner Music Group
Data & AINew
About the role
TL;DR
Senior ML Engineer to improve Roblox platform reliability using ML.
- •Roblox is building the tools and platform that empower its community to bring any experience they can imagine to life.
- •The Reliability team is seeking its first Senior Machine Learning Engineer to leverage ML systems and practices to improve the overall platform reliability.
- •Key Responsibilities Define the roadmap for leveraging Machine Learning Engineering to improve Production Systems Reliability.
- •Improve real-time anomaly detection capabilities using state-of-the-art ML techniques.
- •Develop pipelines to consume various streams of data (metrics, logs, traces, change management systems).
- •Build a reasoning layer to find possible root causes of production problems.
- •Build time-series models to predict capacity exhaustion and drive automated scaling.
- •Requirements Expertise in various modeling techniques and ability to fine-tune models for specific use cases.
- •Ability to propose and architect infrastructure for systems that learn from feedback.
- •Good distributed systems fundamentals and understanding of large-scale high-throughput systems.
Required skills
PythonSQLscikit-learnTensorFlowPyTorchAWSGoogle CloudAzureDockerKubernetesCI/CDGitHub ActionsPrometheusGrafanaPagerDuty
Nice-to-have skills
LangChainHugging FaceMLflowKubeflowSageMakerVertex AI
Domain expertise
gaming
Tech stack
PythonSQLTensorFlowPyTorchscikit-learnAWSGoogle CloudAzureDockerKubernetesCI/CDGitHub ActionsJenkinsPrometheusGrafanaDatadogNew RelicPagerDutyGit