This set of lecture notes written for those who are unfamiliar with mathematics and programming introduces the reader to important concepts in the field of machine learning. It consists of three parts. The first is an overview of the history of artificial intelligence machine learning and data science and also includes case studies of wellknown AI systems. The second is a stepbystep introduction to Azure Machine Learning with examples provided. The third is an explanation of the techniques an