Machine Learning Engineer: E‑Commerce Governance & Risk

TIKTOK PTE. LTD.

Singapore

Presencial

SGD 150.000 - 190.000

Jornada completa

Hace 4 días
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Descripción de la vacante

TikTok PTE. LTD. in Singapore is seeking a PhD-level researcher to join our team focused on AI risk detection for the e-commerce ecosystem. You will develop data models and algorithms to mine and predict risks, and work on large-scale ML systems in production.

The role emphasizes collaboration with cross-functional teams, publishing where possible, and exploring cutting-edge ML/graph learning techniques to improve platform safety, content understanding, and merchant governance.

Formación

  • PhD in software development, CS, or a related technical field.
  • Strong coding skills with DL/ML frameworks (PyTorch, TensorFlow, DGL, PyG, sklearn).
  • Familiar with graph/sequence learning algorithms with depth and breadth.
  • Experience building AI-Agent projects and multi-agent collaboration.
  • Solid industry experience and ML theory background.

Responsabilidades

  • Mine, identify, and predict risks and low-quality merchants, products, and creators.
  • Identify events affecting product experience; build data models for ecosystem.
  • Develop data for entities like e-commerce live streaming, products, merchants, creators.
  • Build large-scale graph storage and learning platform to improve governance.
  • Explore cutting-edge ML/graph/sequence tech and deploy scalable models.

Conocimientos

Graph learning concepts
Sequence learning
Graph modeling
Node/Subgraph classification
Self-supervised/semi-supervised

Educación

PhD in software development / CS

Herramientas

PyTorch
TensorFlow
DGL
PyG (PyTorch Geometric)
scikit-learn

Descripción del empleo

TikTok PTE. LTD. in Singapore is seeking a PhD-level researcher to join our team focused on AI risk detection for the e-commerce ecosystem. You will develop data models and algorithms to mine and predict risks, and work on large-scale ML systems in production.

The role emphasizes collaboration with cross-functional teams, publishing where possible, and exploring cutting-edge ML/graph learning techniques to improve platform safety, content understanding, and merchant governance.

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