This workshop is designed to provide an introductory overview of machine learning, including what machine learning is, different types of learning, and machine learning in practice. The workshop will provide machine learning examples used in water and energy research, followed by discussion. The objective of the workshop is to provide an opportunity to enhance participant understanding of machine learning, fostering collaboration and knowledge exchange within the I-CREWS community.