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Senior/Principal ML Engineer- Game Engine Security

Company: Roblox
Location: San Mateo
Posted on: May 11, 2022

Job Description:

Every day, tens of millions of people from around the world come to Roblox to play, learn, work, and socialize in immersive digital experiences created by the community. Our vision is to build a platform that enables shared experiences among billions of users. This is what's known as the metaverse: a persistent space where anyone can do just about anything they can imagine, from anywhere in the world and on any device. Join us and you'll usher in a new category of human interaction while solving exceptional challenges that you won't find anywhere else.As a Senior/Principal ML Engineer on the game engine security team, you will help us to build a fun, fair and secure Metaverse platform for Roblox users. You will focus on applying ML technologies to solve complex engineering problems, such as protecting Roblox from malicious users/attackers, identifying and classifying bad behaviors, thwarting hackers and preventing exploiters. You will report to the Game Engine Security Manager.Minimum Qualifications:B.Sc., MS or Ph.d in computer science, engineering, mathematics, machine learning or a related field5+ years of experience building ML systems and ML applicationsExperienced in training, testing, deployment and optimization of ML modelsProficiency with a deep learning framework (TensorFlow, Keras or others)Proficient in writing code in PythonUnderstanding of data structures, data modeling and software architecturePassionate about designing ML-based security into systems and into softwareYou Will:Participate in discussions, analysis and the decision making process to identify and mitigate platform vulnerabilities and security issues from ML field perspectiveDesign, prototype, develop and maintain machine learning systemsOversee the data acquisition process. Collaborate on data pipelines including pre- and post processing using existing tools and propose ways to improve the data collection processAnalyze collected data and propose ML models and algorithms to achieve the Roblox security goalsTrain and retrain systemsRun machine learning tests and experimentsPerform statistical analysis and fine-tuning using test resultsKeep our approach and techniques most efficient and up-to-date with the latest developments in the ML fieldBuild efficient real-time inference systems by yourself or in collaboration with our team members who are experts in C++ developmentDeploy implementations to production at scaleNice to Have:Experience in anomaly detection, malware analysis, exploit detection and prevention using MLExpertise in C++ is a big plusKnowledge of math, probability, statistics and algorithmsYou'll Love: Industry-leading compensation packageExcellent medical, dental, and vision coverageA rewarding 401k programFlexible vacation policyRoflex - Flexible and supportive work policy Roblox Admin badge for your avatarAt Roblox HQ: Free catered lunchesOnsite fitness center and fitness program creditAnnual CalTrain Go Pass

Keywords: Roblox, San Mateo , Senior/Principal ML Engineer- Game Engine Security, Engineering , San Mateo, California

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