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Machine Learning Engineer (Recommendation), TikTok e-Commerce #Worknow

Job LocationSingapore
EducationNot Mentioned
SalaryNot Disclosed
IndustryComputer / Information Technology (Software)
Functional AreaNot Mentioned
EmploymentTypeFull-time

Job Description

TikTok is the leading destination for short-form mobile video. Our mission is to inspire creativity and bring joy. TikTok has global offices including Los Angeles, New York, London, Paris, Berlin, Dubai, Mumbai, Singapore, Jakarta, Seoul and Tokyo.About the team!Our team works on large-scale recommendation systems for various offerings under TikTok and its affiliates, focusing on developing recommendation algorithms/models/strategies. We are committed to developing cutting-edge solutions for e-commerce recommendation systems.ResponsibilitiesWork on recommendation systems, involving contents of various forms ranging from products, short videos to live streams, with each unified recommendation model fulfilling heterogeneous E-commerce scenarios/goals across multiple countries.Optimize e-commerce recommendation models at massive scales, using deep learning/transfer learning/multi-task learning techniques.Data mining and analysis to improve the quality of recommended contents.Conduct research on various topics, which aim to optimize content recommendation circulation, ranging from ensuring diversity and new discovery in recommendation contents, to cold-start problem for new users/items and discovery of high-quality products/live streamers.Develop innovative and state-of-the-art e-commerce models and algorithmsQualificationsStrong in data structures and algorithms, with excellent problem-solving ability and programming skillsExperience in applied machine learning, familiar with one or more of the algorithms such as Collaborative Filtering, Matrix Factorization, Factorization Machines, Word2vec, Logistic Regression, Gradient Boosting Trees, Deep Neural Networks etc.Experience in working with main components of recommendation systems(recall, sort, reranking, cold-start problem), with good understanding of mainstream recommendation models used in the industryExperience in C++ and Python; at least one of the Big Data tools (For eg. Hive sql/Spark/Mapreduce; at least one of the Deep Learning tools(For eg. Tensorflow/Pytorch)Possess strong communication skills, positive mindset, good teamwork skills, and eagerness to learn/implement new technology and experimentPreferred QualificationsExperience in personalized recommendation, online advertising, information retrieval or related fields.Publications at KDD、NeurIPS、WWW、SIGIR、WSDM、CIKM、ICLR、ICML、IJCAI、AAAI、RecSys and related conferencesExcellent performance in data mining, machine learning, or ACM-ICPC/NOI/IOI competitionsDeveloped widely-recognized machine learning project(s) on github or personal webpage

About Company

TikTok is the leading destination for short-form mobile video. Our mission is to inspire creativity and bring joy. TikTok is a global short-form mobile video platform that allows you to express yourself by creating content. It gives rise to engaging, interactive challenges and trending topics in which anyone can participate. TikTok aims to capture and showcase the worlds creativity, knowledge, and moments that matter, directly from your mobile phone. TikTok has global offices in many cities, including Los Angeles, New York, London, Paris, Berlin, Dubai, Singapore, Jakarta, Seoul, and Tokyo.

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