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Machine Learning Engineering Manager - Global E-commerce(SEA)

Machine Learning Engineering Manager - Global E-commerce(SEA)

TIKTOK PTE. LTD.Singapore
30+ days ago
Job description

Responsibilities

About the Team

The Global e-commerce team is a content

e-commerce business utilizing international short video products as

carriers. Our aim is to become the preferred choice for users

seeking to discover and purchase affordable, high-quality products.

We provide users with tailored, vibrant, and efficient consumption

experiences while enabling merchants to access robust and

dependable platform services in various scenarios, such as live

e-commerce and short video content e-commerce. Our vision is to

make affordable and high-quality products easily accessible,

enhancing the quality of life for all. We are actively seeking Tech

Lead Managers to contribute to our team's growth and product

success.

The team is responsible for

development of data analytics & data-empowered platform

capabilities across Global E-Commerce. Our mission is to empower

our users to leverage and extract actionable insights from data to

maximise their potential and efficiency on the global e-commerce

platform. In essence, we want to extract facts, attribute causes

and predict the future from oceans of data; and our fundamental

goals are to reflect business impact, leverage data to support key

decisions by lowering decision making complexity and optimising

decision making efficacy and efficiency.

Responsibilities

Participate in business operations of merchants, product growth,

major promotional events, and other business scenarios by

customizing algorithm strategies to support B-side (merchant-side)

operations and ensure continuous growth in merchants' GMV (Gross

Merchandise Value).

  • Collaborate with product

operations and business teams to identify mutually beneficial

business models for merchants and the platform in various scenarios

(such as live streaming, major promotions, and merchant growth),

and implement them through technical solutions.

  • Understand e-commerce operations and
  • coordinate with upstream and downstream teams, continuously

    optimizing data products based on data-driven insights, and

    developing data strategy products such as data diagnostics and

    attribution, as well as scenario-specific strategy tools.

  • Design and develop various strategies,
  • algorithms, and machine learning techniques to enhance the impact

    of data assets on business

    metrics.

    Qualifications

    Minimum

    Qualifications

  • Bachelor's or higher degree in
  • Computer Science, Information Technology, Programming & System

    Analysis, Science (Computer Studies) or related discipline.

  • 2+ years managing or leading a software
  • engineering team.

  • 5+ years of machine
  • learning experience.

  • Familiar with common
  • data mining techniques and machine learning algorithms (e.g., GBDT,

    XGBoost, FM, DFM), and well-versed in their principles and

    application scenarios.

  • Proficient in using
  • data mining and machine learning tools and common frameworks (e.g.,

    TensorFlow, PyTorch), with a habit of continuous learning and

    staying up to date with the latest research and advancements in the

    machine learning field, to explore the application of big data

    across various vertical domains.

    Preferred

    Qualifications

  • Candidates with team
  • management experience and in-depth research in the following areas

    are preferred :

  • Experience with B-side
  • (merchant-side) algorithms in e-commerce, particularly in

    optimizing algorithms related to merchant operations such as

    merchant and product traffic.

  • Algorithm
  • strategy experience in vertical industries (e-commerce, finance,

    gaming, travel, real estate, etc.).

    Experience in the development and optimization of advertising and

    recommendation algorithms.

    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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    Machine Learning Engineering Manager - Global E-commerce(SEA) • Singapore