ByteDance

Machine Learning Engineer, E-commerce Governance Algorithms

ByteDance  •  $148k - $301k/yr  •  Seattle, WA (Onsite)  •  1 month ago
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Job Description

About the Team- Shaping the Future of Global E-Commerce Experience
We are the Governance & Experience Algorithm Team — a trailblazing AI force at the forefront of building a trusted, efficient e-commerce ecosystem. Established in 2020, we leverage Graph Neural Networks, Multi-Objective Optimization, Time Series Prediction, and Large Language Models (LLM) to tackle some of the most complex challenges in e-commerce:

Quality Revolution
Combat low-quality products and fraudulent practices across millions of listings:
- Detect low-quality items, counterfeit goods, and false advertising.
- Identify "not-as-described" discrepancies between product claims and actual quality.
- Flag risky sellers through comprehensive quality assessments.

Fulfillment & Logistics Experience Reinvention
Enhance delivery reliability and operational efficiency:
- Resolve delivery delays and non-receipt issues.
- Prevent inventory shortages via predictive analytics.
- Optimize warehouse operations for faster order fulfillment.

Why Our Work Matters:
- We protect users globally, ensuring safe shopping experiences in international markets and beyond.
- Our innovations power TikTok’s mission to “Inspire Creativity, Bring Joy” by fostering trust and delight in every transaction.
- We’re not just solving problems—we’re redefining industry standards for e-commerce product, service, and logistics experiences.

What You’ll Do
1. Lead Cutting - Edge AI Projects
- Build graph-powered risk networks to uncover similar product clusters and high-risk seller/creator groups in emerging markets, reducing false advertising incidents in global regions.
- Develop LLM-based multi-modal systems using cross-modal fusion (text, images, behavioral data) to detect false advertising and low-quality products. Deploy AI-powered product business suggestions to improve seller compliance and user trust.
- Lead time-series forecasting innovation for logistics performance metrics (e.g., delivery delays, cancellation rates), driving improvement in the e-commerce experience through predictive analytics.

2. Solve Complex Business Challenges
- Develop multi-task models using MMoE and dynamic loss functions, driving measurable improvements in platform product, service, and logistics health.
- Transform supply chains by optimizing warehouse product quality qualification strategies to cut missing recalls and reduce warehouse costs.
- Unleash RPD/RPR growth through causal inference frameworks, identifying hidden correlations between CCR and user behavior to design personalized recommendations.

3. Redefine Industry Standards
- Optimize LLM reasoning with DPO/GRPO to enhance fraud detection, outperforming traditional SFT methods. Enhance tabular data modeling for better explainability in e-commerce risk assessments.
- Construct heterogeneous graphs modeling product - seller - creator - video - user relationships, enabling improvements in product lifecycle insights and detection of similar product patterns.
- Build unified time-series forecasting models across products, sellers, creators, videos, and users, achieving SOTA performance in predicting inventory shortages and demand surges.

The base salary range for this position in the selected city is $148200 - $300960 annually.
ByteDance

About ByteDance

ByteDance is a global incubator of platforms at the cutting edge of commerce, content, entertainment and enterprise services - over 2.5bn people interact with ByteDance products including TikTok.

Creation is the core of ByteDance's purpose. Our products are built to help imaginations thrive. This is doubly true of the teams that make our innovations possible.

Together, we inspire creativity and enrich life - a mission we aim towards achieving every day. At ByteDance, we create together and grow together. That's how we drive impact - for ourselves, our company, and the users we serve. We are committed to building a safe, healthy and positive online environment for all our users.

We have over 110,000 employees based in more than 30 countries globally. Join us.

Industry
IT & Software
Company Size
10,000+ employees
Headquarters
China, CN
Year Founded
Unknown
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