Charlie Ng is a data analyst and computer engineer with statistical background. He's passionate about data science: from programming, visualization to predictive analysis. He works as Senior Software Specialist in IT Channel right now and involves in twenty plus successful use cases with customers in a variety of different industries over the past years. With strong hand-on experience and broad range of technical knowhow, Charlie provides quality IT consultancy services to pinpoint the customer challenges and address their concerns.