Position Details

Type Not Specified

Experience mid

Exp. Years 3+ years

Education PhD, or applied research background in industry

Category AI & Machine Learning

About this role

This role focuses on developing and deploying machine learning models for real-time game systems, particularly in animation and content enhancement, leveraging advanced ML frameworks.

Key Responsibilities

Develop ML models for game systems
Optimize real-time inference
Collaborate with domain experts
Create training pipelines
Advance ML techniques in gaming

Technical Overview

The technical scope includes ML model development with PyTorch, real-time inference optimization, on-device deployment, and integration with game animation and physics systems.

Ideal Candidate

The ideal candidate is a senior ML research engineer with over 3 years of experience in real-time ML models, proficient in Python and PyTorch, with a background in computer graphics or animation systems, and industry experience in gaming.

Must-Have Skills

3+ years developing ML models for real-time inferenceStrong Python development skillsExperience with ML frameworks such as PyTorchKnowledge of ML inference considerations like on-device deploymentPhD or applied research background in ML or relevant areas

Nice-to-Have Skills

Knowledge of animation systems (IK)Experience in computer graphicsReal-time physicsWorking knowledge of C++Experience in the computer games industry

Tools & Platforms

PyTorchC++

Required Skills

ML modelsPyTorchPythonC++real-time inferenceon-device deploymentanimation systemscomputer graphicsphysicstraining pipelines

Hard Skills

Machine LearningML modelsPyTorchPythonlinear algebrastatisticsprobabilityML inferencereal-time inferenceon-device deploymentanimation systemscomputer graphicsreal-time physicsC++

Soft Skills

collaborationproblem-solvingcommunicationteamworkadaptability

Industry & Role

Industry Gaming/Entertainment

Job Function Research and develop machine learning models to improve game content and performance

Keywords for Your Resume

ML modelsPyTorchMachine Learningreal-time inferenceon-device deploymentanimation systemscomputer graphicsphysicsML inferencePythonC++ML frameworksML researchtraining pipelinesAI in gaming

Deal Breakers

Lack of experience with ML frameworks like PyTorch, No experience with real-time inference or on-device deployment, No background in computer graphics or animation systems

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Senior Expert ML Research Engineer

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