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Job Location | Singapore |
Education | Not Mentioned |
Salary | Not Disclosed |
Industry | Computer / Information Technology (Software) |
Functional Area | Not Mentioned |
EmploymentType | Full-time |
ResponsibilitiesBe responsible for business content understanding of ads, e-commerce, short video, live streaming, and other related content understanding, including images, text, video, audio, etc.Be responsible for data mining, feature engineering, and building machine learning models to build monetization ecology.Optimize model computation efficiency and improve model stability when facing tens of millions of business data and restricted resources.Based on billion scale business data, explore and implement various cutting-edge technologies, such as pre-training, self-supervised learning, few-shot learning, etc.QualificationsBachelors degree or above, majoring in Computer Science, Computer Engineering, Electrical Engineering, or other related fields.Have at least 3 years of working experience in relevant fields.Have a solid foundation with common machine learning and deep learning related techniques and algorithms (e.g. classification, clustering, regression, etc.). Be proficient with at least one deep learning framework (e.g. PyTorch, TensorFlow).Be familiar with computer vision related tasks. Have rich experience in at least one aspect, such as image/video classification, object detection, image/video retrieval, OCR, image segmentation, etc.Related experience in at least one of the following areas is a plus:Be familiar with NLP-related tasks. Have experience in at least one aspect, such as text classification, semantic analysis, sentiment analysis, NER, etc.Be familiar with audio-related tasks. Have experience in at least one aspect, such as ASR, AED, LID, etc.Be familiar with multimodal machine learning, large-scale pre-training, etc.Be familiar with the theory and application of graph neural networks, knowledge graphs, and have relevant experience;Be familiar with model acceleration techniques such as pruning, quantization, distillation, etc.; Have relevant experience in deploying models using frameworks such as TensorRT.Solid programming foundation. Be familiar with basic data structures and algorithms.Have excellent analytical and problem-solving skills, logical thinking skills, communication and collaboration skills. Maintain curiosity about new things, and have a strong sense of responsibility, integrity and reliability.Having published papers in top AI conferences or journals is a plus.
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.