Tiktok - Seattle, WA

posted 2 days ago

Full-time - Entry Level
Seattle, WA
Computing Infrastructure Providers, Data Processing, Web Hosting, and Related Services

About the position

As a Machine Learning Engineer in the Search E-commerce team at TikTok, you will play a pivotal role in enhancing the search algorithm for our rapidly expanding global e-commerce business. This position is designed for graduates starting in 2024, and it offers a unique opportunity to work with state-of-the-art large-scale machine learning technologies, including cutting-edge natural language processing (NLP), computer vision (CV), and multi-modal technologies. Your contributions will directly impact the search experience for over 1 billion monthly active users on TikTok, as we strive to create a world where no good-priced product is hard to sell. In this role, you will be responsible for improving the basic search quality and user experience by optimizing query analysis and text relevance matching. You will delve into e-commerce video content to implement multi-modal matching techniques, enhancing users' perception of product authority. Your work will involve the design and implementation of core search products, aiming to comprehensively improve the end-to-end shopping experience from browsing to after-sales. Additionally, you will design and implement the end-to-end ranking system, which includes recall, first-stage ranking, final-stage ranking, and mixed row strategies. Your goal will be to enhance users' personalized shopping interests models and improve shopping conversion efficiency for merchandise, video, and live streams, ultimately promoting growth in gross merchandise volume (GMV). You will also be tasked with promoting the healthy development of the ecosystem by addressing industry challenges such as supply and demand matching, business cold starts, and sustainable business growth. This will require you to think critically, analyze data, and adjust the system's evolution to achieve long-term and sustainable GMV growth. This position is not just about technical skills; it is about co-creating a future driven by inspiration and innovation at TikTok.

Responsibilities

  • Improve the basic search quality and user experience by optimizing query analysis and text relevance matching.
  • Understand e-commerce video content and implement multi-modal matching to enhance user perception of product authority.
  • Participate in the design and implementation of core search products to improve the end-to-end shopping experience from browsing to after-sales.
  • Design and implement the end-to-end ranking system, including recall, first-stage ranking, final-stage ranking, and mixed row strategies.
  • Enhance users' personalized shopping interests model to improve shopping conversion efficiency for merchandise, video, and live streams.
  • Promote the healthy development of the ecosystem by solving challenges such as supply and demand matching and business cold starts.
  • Analyze and adjust the evolution of the system to achieve long-term and sustainable growth of GMV.

Requirements

  • Excellent coding skills with a solid knowledge of data structures and algorithms.
  • Strong analytical, modeling, and problem-solving skills, with the ability to distill complex data into essential insights.
  • Publication records in top journals or conferences are a plus.
  • Experience winning ACM-ICPC medals is a plus.

Nice-to-haves

  • Experience with large-scale machine learning technologies.
  • Familiarity with natural language processing and computer vision techniques.

Benefits

  • 100% premium coverage for employee medical insurance, approximately 75% for dependents, and a Health Savings Account (HSA) with company match.
  • Dental, Vision, Short/Long term Disability, Basic Life, Voluntary Life, and AD&D insurance plans.
  • Flexible Spending Account (FSA) options for healthcare and dependent care.
  • 10 paid holidays per year plus 17 days of Paid Personal Time Off (PPTO) and 10 paid sick days per year.
  • 12 weeks of paid Parental leave and 8 weeks of paid Supplemental Disability.
  • Mental and emotional health benefits through EAP and Lyra.
  • 401K company match, gym, and cellphone service reimbursements.
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