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Riot Games
Riot Games

We aspire to be the most player-focused game company.

Senior Data Scientist - Singapore Efficiency Team

职能数据科学
级别资深
地点Singapore
方式现场办公
类型全职
发布2个月前
立即申请

必备技能

Python

PyTorch

TensorFlow

Machine Learning

At the Riot Singapore Efficiency team, we're driven by innovation and optimization. Our team harnesses the power of Machine Learning approaches and Artificial Intelligence to reimagine the way we build games. By leveraging cutting-edge technology, we aim to streamline development processes, enhance creative workflows, which finally deliver immersive experiences to players around the globe. Join us in pushing the boundaries of what's possible in game development and shaping the future of interactive entertainment.

We are seeking a talented and experienced Data Scientist to join our AI team. As a Senior Data Scientist, you will play a key role in leveraging Machine Learning techniques to drive innovation and efficiency in our game development processes. You will collaborate closely with game teams to accelerate artists' pipelines, streamline workflows, and introduce novel tools aimed at enhancing player experiences.

Responsibilities

  • Collaborate on the development and implementation of Machine Learning models aimed at accelerating creative pipeline optimizations, enhancing processes such as content creation, iteration, and integration.

  • Work closely with game designers, engineers, and artists to identify opportunities for applying Machine Learning techniques to streamline creative workflows, improve asset generation, and enhance overall efficiency in game development.

  • Design and conduct experiments to validate models, measure their impact on creative pipeline optimizations, and drive continuous improvement.

  • Stay abreast of the latest advancements in Machine Learning, and gaming technology, and proactively explore innovative approaches to enhancing creative pipeline efficiencies.

Required Skills

  • Master’s or Ph.D. degree in Computer Science, Statistics, Mathematics, or a related field, with a focus on Machine Learning, Data Science, or Artificial Intelligence.

  • At least 3 years of extensive experience in applying Data Science techniques to real-world problems, with a proven track record of delivering impactful data science solutions in a fast-paced environment.

  • Proficiency in programming languages such as Python, R, C, C++, C#, and experience with libraries and frameworks such as Tensor Flow, Py Torch, or JAX.

  • Strong understanding of statistical analysis, experimental design, and data visualization techniques.

  • Experience working with Generative Models, such as Score-based Diffusion Models, Generative Adversarial Networks (GANs) or Variational Autoencoders (VAEs), to drive creative pipeline optimizations.

  • Excellent communication skills, with the ability to effectively communicate complex technical concepts to non-technical stakeholders.

  • Leadership experience, including mentoring junior team members, interns and driving cross-functional collaboration, is highly desirable.

Desired Skills

  • Experience working in the gaming industry or a related field is a plus.

For this role, you'll find success through craft expertise, a collaborative spirit, and decision-making that prioritizes the delight of players. We will be looking at your past studies, experience, and your personal relationship with games. If you embody player empathy and care about players' experiences, this could be your role!

Our Perks

  • Full relocation support

  • Full health insurance for you, your spouse and children

  • Open paid time off

  • Retirement benefits with company matching

  • Life insurance, parental leave, plus short-term and long-term disability

  • Play Fund so you can broaden and deepen your knowledge of our players and community through games

  • We will double down on your donations of time and money to non-profits

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关于Riot Games

Riot Games

Riot Games

Acquired

Riot Games, Inc. is an American video game developer, publisher, and esports tournament organizer based in Los Angeles.

1,001-5,000

员工数

Los Angeles

总部位置

$25B

企业估值

评价

10条评价

4.0

10条评价

工作生活平衡

3.2

薪酬

4.1

企业文化

3.8

职业发展

3.4

管理层

4.0

72%

推荐率

优点

Great benefits and perks

Supportive team and colleagues

Creative and innovative projects

缺点

Work-life balance issues and long hours

High stress and demanding environment

Heavy workload and crunch time pressure

薪资范围

38个数据点

Mid/L4

Senior/L5

Staff/L6

Mid/L4 · DATA SCIENTIST II

1份报告

$255,986

年薪总额

基本工资

$196,914

股票

-

奖金

-

$255,986

$255,986

面试评价

3条评价

难度

3.0

/ 5

时长

14-28周

面试流程

1

Application Review

2

Recruiter Screen

3

Technical Phone Screen

4

Online Assessment

5

Onsite/Virtual Interviews

6

Team Matching

7

Offer

常见问题

Coding/Algorithm

Technical Knowledge

Behavioral/STAR

System Design

Culture Fit