Risk Control Machine Learning Engineer (CV/NLP) - TikTok BRIC Singapore Singapore Technology - Algorithm Regular

TikTok

Singapore

On-site

SGD 120,000 - 180,000

Full time

16 hours ago
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Job summary

TikTok is seeking a risk-focused ML/AI engineer based in Singapore to develop and deploy CV/NLP models that detect fraudulent users and content across TikTok's short-video platform. You will work with cross-functional teams to build scalable risk controls and protect platform health.

Ideal candidates will have strong Python/C++/Java skills, hands-on DL deployment experience, and a background in CV/NLP research with an emphasis on risk or security applications.

Qualifications

  • Research in CV/NLP fields such as image/video classification, text mining, or graph models.
  • Strong programming skills in Python, C++, or Java; experience with Hive/Spark/Flink.
  • Hands-on experience in training and deployment of deep learning models for risk control.
  • Excellent problem-analysis and problem-solving skills.
  • Prior experience in risk control R&D preferred.

Responsibilities

  • Handle various business security issues on TikTok-related product lines and identify fraudulent users.
  • Utilize AI technologies to develop and deploy models across TikTok scenarios to detect risky users and content.
  • Develop risk control solutions to combat fraudulent users and proactively identify business risks.

Skills

CV/NLP research
Python
C++
Java
Big data processing
Deep learning deployment
Problem solving

Tools

Hive
Spark
Flink

Job description

Location:

Employment Type:

Regular

Job Code:

A84604

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Responsibilities

The Business Risk Integrated Control (BRIC) team is missioned to: Protect TikTok users, including and beyond content consumers, creators, advertisers, Secure platform health and community experience authenticity, Build infrastructures, platforms and technologies, as well as to collaborate with many cross-functional teams and stakeholders. The BRIC team works to minimize the damage of inauthentic behaviors on TikTok and other ByteDance platforms (e.g. CapCut, Lark), covering multiple classical and novel community and business risk areas such as account integrity, engagement authenticity, anti spam, API abuse, growth fraud, live streaming security and financial safety (ads or e-commerce), etc.

  • Handling various business security issues on TikTok-related product lines (short video/live streaming/social engagement, etc), and identifying fraudulent users, including those involved in pornography, fraud, gambling, and other violative activities.
  • Utilize AI technologies such as CV/NLP models to develop and deploy models across various TikTok scenarios, identifying risky users and content from massive amounts of images, videos, text, behaviors, and social relationships.
  • Develop industry-leading risk control solutions to combat fraudulent users, analyze and mine potential data patterns, establish a perception system for attacks, and proactively identify business risks to safeguard the business.
Qualifications
  • In-depth research in one of the fields of CV/NLP, including but not limited to: image/video classification and recognition, object detection, unsupervised/semi-supervised learning, text classification, text mining, sequence modeling, graph models, etc
  • Familiar with one or more programming languages such as Python or C++, JAVA, with strong programming skills. Knowledge of big data processing technologies (Hive/Spark/Flink) and skilled at learning and applying industry-leading data architectures and technologies
  • Strong hands-on practical skills, familiar with the training and deployment of deep learning models, and able to apply algorithms to risk control business and verify their effectiveness
  • Excellent problem-analysis and problem-solving skills, with a passion for solving challenging problems
  • Prior experience in risk control algorithm research and development is preferred
Job Information
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

Inspiring creativity is at the core of TikTok's mission. Our innovative product is built to help people authentically express themselves, discover and connect - and our global, diverse teams make that possible. Together, we create value for our communities, inspire creativity and bring joy - a mission we work towards every day.

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. When we create and grow together, the possibilities are limitless. 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.

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