Machine Learning Engineering Manager, Critical Harms
Job description
About the role
Roblox is seeking a Machine Learning Engineering Manager to lead the Critical Harms team, which focuses on developing and implementing advanced machine learning solutions to identify and mitigate risks within the platform. This role is pivotal in ensuring a safe and enjoyable experience for millions of users by leveraging data-driven insights. The successful candidate will guide a talented team of engineers and data scientists, fostering innovation while maintaining high standards of quality and performance in machine learning applications.
Key facts
What you'll do
- Lead and mentor a diverse team of machine learning engineers and data scientists, promoting a culture of collaboration and continuous improvement.
- Design and implement machine learning models that effectively identify and mitigate critical harms, ensuring the safety of users on the Roblox platform.
- Collaborate closely with cross-functional teams, including product management, data engineering, and user experience, to integrate machine learning solutions into existing systems.
- Analyze large datasets to extract actionable insights and drive data-informed decision-making processes.
- Develop and maintain scalable machine learning pipelines that support real-time data processing and model deployment.
- Establish best practices for model development, testing, and validation to ensure robustness and reliability of machine learning outputs.
- Monitor and evaluate the performance of deployed models, making necessary adjustments to optimize effectiveness and efficiency.
- Stay abreast of the latest advancements in machine learning and artificial intelligence, applying relevant techniques and technologies to enhance the team's capabilities.
- Communicate complex technical concepts to non-technical stakeholders, ensuring alignment on project goals and expectations.
- Drive initiatives that promote ethical AI practices and compliance with regulatory requirements related to user safety and data privacy.
- Foster a strong team environment that encourages innovation, creativity, and professional growth among team members.
- Participate in recruitment efforts to attract top talent in the machine learning and engineering fields, contributing to the growth of the team.
Requirements
- A minimum of 5 years of experience in machine learning engineering or a related field, with a proven track record of leading teams.
- Strong expertise in machine learning algorithms, data structures, and statistical analysis.
- Proficiency in programming languages such as Python, Java, or C++, with experience in machine learning frameworks like TensorFlow or PyTorch.
- Demonstrated experience in deploying machine learning models in production environments and managing their lifecycle.
- Excellent problem-solving skills and the ability to think critically about complex issues related to user safety and data integrity.
- Strong communication skills, both verbal and written, with the ability to convey technical information to a broad audience.
- Familiarity with cloud computing platforms (e.g., AWS, Google Cloud, Azure) and their machine learning services.
Nice to have
- Experience in the gaming industry or with online platforms that prioritize user safety and community standards.
- Knowledge of ethical AI practices and frameworks for responsible machine learning.
- Familiarity with tools for data visualization and reporting, such as Tableau or Power BI.
Skills & tools
- Machine Learning: TensorFlow, PyTorch, Scikit-learn
- Programming Languages: Python, Java, C++
- Data Processing: SQL, Pandas, NumPy
- Cloud Platforms: AWS, Google Cloud, Azure
- Collaboration Tools: Git, JIRA, Confluence
Practical notes
- The position is based in San Mateo, CA, and may require occasional travel for team meetings or conferences.
- Salary for this role is competitive and commensurate with experience, with additional benefits including health insurance, retirement plans, and opportunities for professional development.
- Roblox is committed to creating a diverse and inclusive workplace; candidates from all backgrounds are encouraged to apply.
- For more information about the company and to apply, please visit the official Roblox careers page at [Roblox Careers](https://careers.roblox.com/jobs/7739622?gh_jid=7739622).
This role offers a unique opportunity to make a significant impact on the safety and enjoyment of users within the Roblox community. If you are passionate about machine learning and eager to lead a talented team in a dynamic environment, we would love to hear from you.