Senior Promotion Intelligence Algorithm Engineer

4 weeks ago


Singapore Shopee Full time
Job Description:
  • Collaborate across teams with business teams, product managers, FE/BE engineers, and designers throughout the entire process of data science projects.
  • Apply recommendation and marketing algorithms to e-commerce marketing scenarios, including but not limited to personalized recommendations for marketing products and vouchers, personalized operational placement displays, product recruitment & selection algorithms.
  • Design and optimize algo-driven marketing algorithms and iterative strategies based on business and product requirements, with the goal of improving AB experiment conversion rates, etc.
  • Collaborate with software engineers, data engineers, and data analysts to build, validate, test, deploy, and monitor AI models and algorithms, and build corresponding machine learning pipelines.

Requirements:
  • Strong analytical, problem-solving, learning abilities, and teamwork skills. Master's degree or above in computer science, mathematics, data mining, statistics, or related fields, or a bachelor's degree with at least two years of work experience, along with excellent programming skills (proficiency in at least two programming languages such as Python, SQL, Scala, etc).
  • Solid theoretical knowledge of ML models (e.g., GBDT/LR/FM/DNN, etc.).
  • Experience with deep learning frameworks such as Tensorflow, Keras, Pytorch, and working experience with big data analysis and distributed databases or distributed systems (e.g., Hadoop, Hive, Spark, Hbase, etc.).
  • Familiar with recommendation system algorithm architecture and processes, with project experience in recall, coarse-ranking, ranking, and re-ranking deep learning models (e.g., DSSM/PDN/DIN/DIEN/DeepFM/BST/PRM), knowledge of causal inference and reinforcement learning, and practical experience in these areas.
  • Applicants with years of practical experience in user growth, intelligent marketing, recommendation, advertising, search algorithms, and related fields will be given preference.


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