Algorithm Engineer

3 days ago

Singapore TIKTOK PTE. LTD. Full time

**Responsibilities**

1. Responsible for the risk identification model related to the text content (such as product description, picture text, oral broadcast description, etc.) in the e-commerce scene

2. Responsible for product/short video/live comments, reports and other public opinion content risk mining algorithm, improve the platform governance effect

3. Build an industry-leading content recognition method, and build a cross-domain and multi-dimensional recognition strategy for text content with adversarial behavior

**Qualifications**

1. Solid foundation of NLP algorithm, in-depth understanding and practical experience in text classification, similarity matching, dialogue question and answer, machine translation, sequence tagging, Knowledge Graph, intention understanding, word meaning disambiguation and other fields

2. Familiar with commonly used machine learning and deep learning algorithms, understand the basic network model structure (DNN/LSTM/CNN, etc.) and text representation methods (LDA/Word2Vec/ELMo/GPT/BERT, etc.), and have practical experience in deep learning training and reasoning model tuning

3. Strong hands-on ability, proficient in using at least one mainstream deep learning framework (TensorFlow/PyTorch/Caffe/MXNet), and understanding of distributed training, distillation acceleration and other implementation methods

4. Excellent problem analysis and problem solving skills, have certain processing methods and optimization experience on domain migration, small sample construction, text mining, unsupervised/semi-supervised and other issues

5. Master basic big data related components (Hadoop/Spark/Hive/Flink), and have experience in large-scale text data processing and cleaning

6. Familiar with Linux development environment, proficient in C++ /go/python at least one programming language, and solid foundation in algorithms and data structures

7. Good sense of teamwork and communication skills, practical experience in relevant business scenarios is preferred

8. Published papers in high-level computer science conferences (ACL, EMNLP, NIPS, AAAI, etc.) or have competition experience are preferred

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