TY - BOOK AU - Hazzan, Orit AU - Mike, Koby TI - Guide to teaching data science: : an interdisciplinary approach SN - 9783031247576 U1 - 005.7 HAZ PY - 2023/// CY - Switzerland PB - Springer Nature KW - Data Science Education KW - Interdisciplinarity KW - Computer Science Education N1 - Includes bibliographical references and index N2 - This book provides a variety of pedagogical discussions and specific teaching methods and frameworks, as well as includes exercises, and guidelines related to many data science concepts (e.g., data thinking and the data science workflow), main machine learning algorithms and concepts (e.g., KNN, SVM, Neural Networks, performance metrics, confusion matrix, and biases) and data science professional topics (e.g., ethics, skills and research approach) ER -