Winnie Yeung is an Advisory IT Specialist in the IBM Global Business Services AIC QA Testing Delivery providing consulting and management of Application testing and Data manipulation. She is a IBM Certified Technical Specialist and Data Science advocate. She specializes in application performance testing, data ingestion, data manipulation, data validation for FileNet/Enterprise Content Management/ETL, and service ticket data analytics. Her core strength lies with unmatch analytic skills of any application ecosystem to prove its performance broken down by infrastructure tiers using a wide range of test software tools. Since 2014, Winnie has a growing passion for Data Science, Big Data, SPSS, R, Text Analytics, Natural Language Processing and Watson in applying data analytics to solve business problems with solid hands on skills and IBM related badges acquired. She delights to deliver insights on structure or unstructure data over the platform of Cloud solutions that exceed customers' transformation expectations in a revolutionary Cognitive Computing era.