Hi there, I am Edward! I'm a data scientist at OOCL, where I build and ship machine learning systems at scale.
Natural Language Processing (NLP) and Data Science Platform Architecture are my focus field. I initialize a nlpaug (text augmentaion library) for boostup NLP model performance.
Collaborates with product teams to build, deploy AI systems for strategic planning and cornerstone for other AI products. Design and building a cargo classification AI system to monitoring trading pattern change and anomaly detection in a systematic way. Work closely with architecture team to build up a streamline data science platform. Improving efficiency on whole ML cycle including data pipeline, model building, serving and monitoring.
Technology: Python, Microsoft Azure, Goolge Cloud Platform
Initialized nlpaug python package which is designed to lack of labeled data issue. It is adopted by one of the facebook library (github.com/facebookresearch/AugLy). Cited by more than 40 research papers
Analyzes the way our clients do to improve customer experience based on NLP and machine learning methodology. Review application high level architecture design and working with product team to implement the application.
Technology: Python, Java, Node JS, SQL, Hadoop Hive, Hadoop Impala
Answer learner questions in the discussion forums.
Outside of work, I like to capture photos with my wife. I enjoy baking, board games, campfires, cooking, hiking, midnight driving and running.
I unironically enjoy Taylor Swift and Ariana Grande.