The data explosion in recent years has led to a great rising demand for Big Data processing, and new intelligent approaches as a science are strongly required for discovering more competitive knowledge from the large data. Machine learning is a core technology for analyzing data and its technique is being developed very fast. Deep Learning (DL) is one of important technique and has applied many areas. Service Computing is a cross-disciplinary science that encompasses the science and technology of bridging the gap between business and IT services. The service computing enables to use the machine learning more intelligently. Core technologies and applications for Big Data analysis using intelligent services and machine learning are being studied as below.