Machine Learning Engineer Lead

6 days ago


Singapur, Singapore TikTok Full time
About the Team

We're a team of innovators working on large-scale recommendation systems for various offerings under TikTok and its affiliates. Our focus is on developing cutting-edge solutions for e-commerce recommendation systems.

Responsibilities
  • Design and implement recommendation systems that cater to diverse content types, including products, short videos, and live streams.
  • Optimize e-commerce recommendation models at massive scales using deep learning, transfer learning, and multi-task learning techniques.
  • Conduct data mining and analysis to enhance the quality of recommended contents.
  • Research and develop innovative e-commerce models and algorithms to optimize content recommendation circulation.
  • Collaborate with the team to build scalable and optimized AI/ML models.
  • Work with large volumes of real-time, unstructured data to deploy AI/ML solutions.
  • Run experiments to test model performance and identify and resolve bugs.
Requirements
  • Bachelor's degree or higher in Computer Science or related fields with at least 5 years of relevant experience and 2+ years of team management experience.
  • Strong data structures and algorithms skills, with excellent problem-solving ability and programming skills.
  • Experience in applied machine learning, including algorithms such as Collaborative Filtering, Matrix Factorization, and Deep Neural Networks.
  • Experience in working with main components of recommendation systems, including recall, sort, reranking, and cold-start problem.
  • Experience in C++ and Python, as well as Big Data and Deep Learning tools.
  • Leading a team of at least 5 and possessing strong communication skills, positive mindset, and good teamwork skills.
Preferred Qualifications
  • Experience in personalized recommendation, online advertising, information retrieval, or related fields.
  • Publications at top conferences, such as KDD, NeurIPS, and RecSys.
  • Excellent performance in data mining, machine learning, or ACM-ICPC/NOI/IOI competitions.
  • Developed widely-recognized machine learning projects on GitHub or personal webpage.


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