TikTok · 2 months ago
Machine Learning Engineer (LLM)- E-commerce Risk Control
TikTok is the leading destination for short-form mobile video, and they are seeking a Machine Learning Engineer for their E-commerce Risk Control team. This role involves developing advanced machine learning systems to detect and prevent fraud and abuse in TikTok's global e-commerce platforms.
Content CreatorsContent DiscoveryMedia and EntertainmentSocial MediaVideo
Responsibilities
Develop and deploy machine learning models (supervised, unsupervised, hybrid) to proactively detect fraud, abuse, and anomalies across seller behavior, user interactions, and transactions
Explore cutting-edge techniques including:
Retrieval-Augmented Generation (RAG)
LangChain-based agents for task decomposition and external knowledge integration
Design prompt engineering and reasoning workflows that connect structured features, risk indicators, and real-time LLM-based decisions
Knowledge Distillation and BERT-style architectures
Build agentic workflows for complex cases, including modular task agents (e.g., structured data retrieval, open-source search, logical reasoning, decision reflection) orchestrated via a central controller agent
Work with large-scale behavioral datasets to uncover fraud signals, design monitoring pipelines, and propose new feature generation strategies
Collaborate with risk ops, product managers, and infra engineers to transform insights into scalable and explainable risk control strategies
Qualification
Required
Bachelor's or Master's degree in Computer Science, Machine Learning, Statistics, or a related technical field
2+ years of experience in delivering ML models in production environments
Strong coding skills in Python (preferred), and/or Java/C++
Familiarity with risk control systems or anomaly detection in large-scale, real-time environments
Experience with LLM post-training applications, especially for agent-based systems
Strong communication skills, with the ability to explain technical solutions to non-technical partners
Preferred
PhD in Machine Learning, NLP, or a related field
Experience with: RAG, LangChain, or other agentic LLM systems
Building explainable ML workflows with SHAP, LIME, or counterfactual analysis
Knowledge distillation, BERT, Transformer models
Graph-based modeling, graph neural networks, or similarity search
Background in e-commerce, financial fraud, or trust and safety is highly valued
Familiarity with LLM integration in decision systems is a strong plus
Benefits
Employees have day one access to medical, dental, and vision insurance
A 401(k) savings plan with company match
Paid parental leave
Short-term and long-term disability coverage
Life insurance
Wellbeing benefits
10 paid holidays per year
10 paid sick days per year
17 days of Paid Personal Time (prorated upon hire with increasing accruals by tenure)
Company
TikTok
TikTok is a short-form video entertainment app and social network platform. It is a sub-organization of ByteDance.
H1B Sponsorship
TikTok has a track record of offering H1B sponsorships. Please note that this does not
guarantee sponsorship for this specific role. Below presents additional info for your
reference. (Data Powered by US Department of Labor)
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2020 (72)
Funding
Current Stage
Late StageRecent News
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