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Machine Learning Engineer
2 months ago
We are seeking a highly skilled Machine Learning Engineer to join our team at Tencent. As a key member of our development team, you will play a crucial role in optimizing our game development workflows using machine learning and AI techniques.
Key Responsibilities- Workflow Analysis and Optimization: Collaborate with cross-functional teams to analyze current production workflows and identify areas for improvement, leveraging machine learning and AI to streamline processes and enhance efficiency.
- AI-Powered Tool Development: Design, develop, and maintain tools and scripts to automate repetitive tasks, manage assets, and facilitate content creation, ensuring a smooth and efficient content pipeline.
- Machine Learning Model Development: Develop and deploy machine learning models for various applications within video games, such as player behavior predictions, recommendation systems, and procedural content generation.
- Feature Engineering and Data Analysis: Create meaningful and relevant features from game data to improve model performance and accuracy, and collaborate with data analysts to drive business insights.
- Performance Optimization and Game Development: Collaborate with programmers to optimize game performance, including frame rate, memory usage, and load times, and implement solutions to ensure a smooth gaming experience.
- Player Personalization and Engagement: Work on personalization strategies, including dynamic difficulty adjustment, player profiling, and adaptive content delivery, to enhance player engagement and retention.
- Research and Innovation: Stay up to date with the latest trends and developments in machine learning and gaming technology, and propose innovative ideas to enhance player experiences.
- Communication and Collaboration: Foster effective communication and collaboration between different departments, ensuring that everyone is aligned with project goals and timelines.
- Bachelor's degree in computer science, data science, machine learning, or a related field (or equivalent experience).
- Strong proficiency in Python and machine learning libraries and frameworks (e.g., TensorFlow, PyTorch) and commonly used game development languages (e.g., C++, C#).
- Excellent problem-solving skills and the ability to work in a fast-paced, collaborative environment. Strong communication and interpersonal skills.
- Passion for video games and a deep understanding of the gaming industry.
- Previous experience in game development, preferably in a production engineer or similar role.
- Familiarity with game engines (e.g., Unity, Unreal Engine) and version control systems (e.g., Git).
- Knowledge of 3D graphics and physics principles is a plus.
- Familiarity with cloud-based machine learning infrastructure and deployment.
California
CompensationThe base pay range for this position in the state(s) above is $142,800 to $241,200 per year. Actual pay is based on market location and may vary depending on job-related knowledge, skills, and experience. A sign-on payment, relocation package, and restricted stock units may be provided as part of the compensation package, as well as other medical, financial, and/or other benefits, dependent on the specific position offered.
