Senior Data Scientist
Grab
- Tp Hồ Chí Minh
- Lâu dài
- Toàn thời gian
- Conceptualise and develop machine learning models to aid the Grab Support business vertical by automating key processes in the support journey like automated responses customised to each user-problem.
- Drive product improvements and roll-out of new features
- Drive the development and iteration of algorithms
- Deep dive into Support tickets data to draw useful insights
- Design and build NLP algorithms efficiently
- Integrate, simulate and test impact of algorithms and features on the overall system
- Develop and execute necessary analyses or A/B tests to validate models and identify improvement opportunities
- Store, retrieve and visualise results in a manner that facilitates required analyses
- Effectively conceptualise analyses to business/product stakeholders
- Minimum 2 years of relevant experience in developing NLP algorithms
- Ph.D. or Master's in Computer Science, Electrical/Computer Engineering, or related technical disciplines
- Strong fundamentals in Machine Learning, NLP algorithms and Mathematics
- Familiar with mainstream deep learning programming framework (e.g. TensorFlow)
- Familiar with basic deep learning algorithms (e.g. CNN/RNN/LSTM) and advanced algorithms (e.g. BERT/ seq2seq models)
- Familiar with recent developments in NLP domain for example LLMs
- Proficient in statistical programming in languages such as Python; and strong working knowledge in RDBMS such as PostgresQL or MySQL
- Excellent software development capabilities, preferably in Python/Scala/C++ with good programming style and work habits; knowledge of GoLang would be an advantage
- Self-motivated and independent learner who is willing to share knowledge with the team
- Efficient and detail oriented; good time management in a dynamic and fast-paced working environment
- Experience in working with customer support use cases
- Experience in building NLP models for multiple South East Asian languages
- Experience in building performance efficient models