Software Engineer (Machine Learning), Insider Risk - Global Security Organization
Responsibilities
- Execute the overall strategy for Insider Risk, including automation and detection development, triage, and remediation of Insider Risk incidents.
- Create and maintain proactive logic to identify insider risks with high fidelity and at scale to prevent harm to users and the company.
- Work cross-functionally with various business organizations to detect, mitigate, and remediate instances of Insider Risk.
- Optimize processes and gain alignment across stakeholders to raise the productivity and efficiency of analysts doing manual investigations and remediations.
- Implement data pipelines to support resource-efficient model training, validation, and inference in a petabyte-scale environment.
- Help stakeholders identify relevant strategies for mitigating insider threats for users and the business.
- Maintain and support compliant data flows and automation access to allow for interoperability across various business regions.
- Contribute directly to technical projects via committing code, conducting root cause analyses, performing code reviews, and designing architectures.
- Collaborate with cross-functional teams globally to ensure alignment, collect feedback on automations, and deploy solutions to achieve cross-functional adoption.
Qualifications
- Production experience deploying and debugging resource-efficient binary classifiers for anomaly detection.
- Experience experimenting with different model architectures.
- Experience implementing data pipelines at petabyte scale.
- Proficiency in Python and SQL.
- Proficiency in algebra/statistics.
- Strong technical documentation and reporting skills.
- Ability to handle confidential information with discretion.
About TikTok
TikTok is the leading destination for short-form mobile video. At TikTok, our mission is to inspire creativity and bring joy. TikTok's global headquarters are in Los Angeles and Singapore, and we also have offices in New York City, London, Dublin, Paris, Berlin, Dubai, Jakarta, Seoul, and Tokyo.
Why Join Us
We strive to do great things with great people. We lead with curiosity, humility, and a desire to make impact in a rapidly growing tech company. Every challenge is an opportunity to learn and innovate as one team. We're resilient and embrace challenges as they come. By constantly iterating and fostering an "Always Day 1" mindset, we achieve meaningful breakthroughs for ourselves, our company, and our users. Join us.
Diversity & Inclusion
TikTok is committed to creating an inclusive space where employees are valued for their skills, experiences, and unique perspectives. Our platform connects people from across the globe and so does our workplace. At TikTok, our mission is to inspire creativity and bring joy. To achieve that goal, we are committed to celebrating our diverse voices and to creating an environment that reflects the many communities we reach. We are passionate about this and hope you are too.
TikTok Accommodation
The Company reserves the right to modify or change these benefits programs at any time, with or without notice. For Los Angeles County (unincorporated) Candidates: Qualified applicants with arrest or conviction records will be considered for employment in accordance with all federal, state, and local laws including the Los Angeles County Fair Chance Ordinance for Employers and the California Fair Chance Act. Our company believes that criminal history may have a direct, adverse and negative relationship on the following job duties, potentially resulting in the withdrawal of the conditional offer of employment: 1. Interacting and occasionally having unsupervised contact with internal/external clients and/or colleagues; 2. Appropriately handling and managing confidential information including proprietary and trade secret information and access to information technology systems; and 3. Exercising sound judgment.