Algorithm Engineer, E-commerce Knowledge Graph - USDS
TikTok is the leading destination for short-form mobile video, and they are seeking an Algorithm Engineer to enhance the recognition capabilities for users and products in e-commerce. The role involves constructing user profiling systems and utilizing NLP and CV technologies to improve shopping experiences.
Responsibilities
- Construct user profiling system to accurately depict each user's shopping interests by analyzing their behavioral patterns, preferences, and consumption habits during the shopping process
- Utilise NLP, CV, and multimodal technologies to enhance understanding of short video content and products, supporting search, recommendation, and end-to-end shopping experiences in the marketplace
- Explore large-scale and high-quality pretraining datasets in specific verticals of e-commerce, leveraging the power of the Byte Universal Model to develop industry-specific models for e-commerce
- Discover new scenarios for interactive shopping experiences in e-commerce through these innovations
Skills
- Deep research expertise in NLP, CV, and multimodal fields, including but not limited to machine translation, NLP, few-shot learning, reinforcement learning, image and video understanding, and multimodal analysis
- Proficient in training and deploying models using PyTorch, TensorFlow, or other frameworks
- Strong practical skills, with a preference for those who have project experience in video content understanding or multimodal retrieval
- Priority will be given to individuals with awards from competitions such as Kaggle, COCO, ActivityNet, ICPC, NOI/IOI
- Individuals who have published papers in top-tier academic conferences/journals
- Minimum 1 year relevant work experience from a large-scale internet business
Benefits
- 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 Overview
Company H1B Sponsorship