Senior Machine Learning Engineer, Reliability

- Help define the roadmap for leveraging Machine Learning Engineering to improve Production Systems Reliability at Roblox. - Improve realtime anomaly detection capabilities by leveraging various state of the art ML techniques, thereby directly contributing to improving Mean Time to Detect Production issues. - Develop methods to build pipelines to consume various streams of data (metrics, logs, traces, change management systems etc.). - Build a reasoning layer that interacts with the streams of data to find possible root causes of problems happening in production. - Build time-series models to predict capacity exhaustion and seasonal traffic spikes to drive automated scaling. - Knowledge of various modeling techniques, ability to go deep and fine tune models to fit our use cases. - Ability to propose and architect the infrastructure that allows us to implement systems that learn from user and/or automated feedback. - Good distributed systems fundamentals and understanding of large scale high throughput systems.