AI Ecommerce Algorithm Specialist

7 days ago

Singapore beBeeEcommerce Full time
Job Title:
e-commerce AI Model Developer

Develop state-of-the-art large language models for e-commerce applications. Collaborate with business operations to refine algorithms and enhance platform governance efficiency.

Responsibilities:

  • Build domain-specific large language models integrating domain knowledge to rapidly apply models to business scenarios.
  • Understand e-commerce governance scenarios deeply to improve merchant/product/video/live-stream/IPR governance through algorithm optimization.
  • Handle tasks like data construction, foundational model enhancement, instruction fine-tuning, chain-of-thought, and parameter-efficient fine-tuning to achieve optimal model performance in the e-commerce domain.
  • Address challenges such as long text/sequence modeling, few-shot learning, content moderation, violation detection, and policy recommendation using large models and multimodal approaches.
  • Research and optimize e-commerce-specific NLP and multimodal large models to improve multilingual, multi-task, and multi-modal algorithm performance across various e-commerce scenarios.

Qualifications:

  • Strong technical background with a solid foundation in machine learning and familiarity with cutting-edge AI technologies.
  • Big data proficiency with familiarity with big data frameworks and applications like MapReduce/Spark.
  • Model training expertise with experience in training and deploying TensorFlow/PyTorch models.
  • Knowledge of training acceleration methods such as mixed precision training and distributed training is a plus.

Expertise in one of the following areas is preferred:

  • Computer Vision & Multimodal: In-depth knowledge in fields such as image search, classification, segmentation, detection, OCR, graph neural networks, multimodal learning, unsupervised/self-supervised learning, etc.
  • Natural Language Processing (NLP): Expertise in areas such as pretraining, NLU, multilingual and cross-lingual learning, NLG

Why you'll love this role:

  • Opportunity to develop cutting-edge AI models for e-commerce applications.
  • Collaborative environment with business operations to drive platform governance efficiency.
  • Chance to work on challenging problems such as long text/sequence modeling and few-shot learning.

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