Machine Learning Engineer - TikTok BRIC Live Integrity
Singapore · Full Time
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- Salary
- —
- Openings
- 1
- Posted
- 3 weeks ago
- Work mode
- In office
- Education
- Bachelor's degree
- Resume
- Required to apply
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Job description
Role Overview
Join TikTok Live, one of the world's leading live streaming platforms serving hundreds of millions globally. This position puts you at the forefront of tackling massive scale, extremely high concurrency, and sophisticated adversarial scenarios in a dynamic global environment.
As a Machine Learning Engineer in Live Integrity, you'll have vast opportunities for professional advancement while implementing cutting-edge AI technologies protecting the community's safety and financial security on a global scale, establishing new standards in risk control for the industry.
Key Responsibilities
- Lead the identification, detection, and management of ecosystem and content risks, along with financial threats on TikTok Live.
- Create and refine highly accurate, low-latency risk detection models by leveraging extensive multimodal data inputs such as text, images, audio, and behavioral sequences.
- Design robust defense systems by analyzing black-market tactics and emerging attack vectors, responding swiftly to new threats.
- Champion the use of advanced AI technologies, including AI Agents, Large Language Model (LLM) fine-tuning, and multimodal modeling, to improve automated reasoning and decisions within complex risk situations.
Minimum Qualifications
- Bachelor’s degree or higher in Computer Science, Mathematics, Statistics, or a related discipline.
- Strong theoretical and practical foundation in machine learning and deep learning, including skills in classification, clustering, and sequence models such as XGBoost, DeepFM, and Transformers.
- Proficiency in programming languages like Python, C++, or Go, with experience in prominent machine learning frameworks like TensorFlow or PyTorch.
- Preferably experience with large-scale distributed system architectures.
- Excellent analytical skills with strong logical reasoning and data sensitivity, coupled with a passionate interest in risk control and adversarial problem solving.
- Effective communication and collaboration abilities.
Preferred Qualifications
- Proven experience building AI Agents for complex task planning, tool utilization, or autonomous decision-making.
- Hands-on expertise in fine-tuning Large Language Models using methods such as Supervised Fine-Tuning (SFT) and Reinforcement Learning with Human Feedback (RLHF).
- Deep knowledge of multimodal representation learning, including video analytics and cross-modal retrieval techniques.
- Background in community content safety, trust & safety, or anti-fraud domains.
About TikTok
TikTok is a global leader in short-form mobile video content, promoting creativity and joy worldwide. Its headquarters are located in Los Angeles and Singapore, with offices across major cities globally.
Why Work With Us
Our culture is defined by inspiring creativity and meaningful impact. We foster value creation for communities, promote an inclusive environment, constantly innovate, and embrace challenges as growth opportunities. We uphold a resilient "Always Day 1" mindset focusing on collaboration and continuous learning.
Diversity and Inclusion Commitment
We prioritize creating an inclusive workplace that celebrates diverse backgrounds, perspectives, and experiences. Our dedication to diversity ensures the environment reflects the broad communities we serve.
Minimum education
Bachelor's Degree