Guide to Teaching Data Science (Paperback)

Idioma: inglés

Editorial: Springer International Publishing AG, Cham, 2024

3031247604 / 9783031247606

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Descripción del artículo del vendedor

Paperback. Data science is a new field that touches on almost every domain of our lives, and thus it is taught in a variety of environments. Accordingly, the book is suitable for teachers and lecturers in all educational frameworks: K-12, academia and industry.This book aims at closing a significant gap in the literature on the pedagogy of data science. While there are many articles and white papers dealing with the curriculum of data science (i.e., what to teach?), the pedagogical aspect of the field (i.e., how to teach?) is almost neglected. At the same time, the importance of the pedagogical aspects of data science increases as more and more programs are currently open to a variety of people.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).Professor Orit Hazzan is a faculty member at the Technions Department of Education in Science and Technology since October 2000. Her research focuses on computer science, software engineering and data science education. Within this framework, she studies the cognitive and social processes on the individual, the team and the organization levels, in all kinds of organizations.Dr. Koby Mike is a Ph.D. graduate from the Technion's Department of Education in Science and Technology under the supervision of Professor Orit Hazzan. He continued his post-doc research on data science education at the Bar-Ilan University, and obtained a B.Sc. and an M.Sc. in Electrical Engineering from Tel Aviv University. Shipping may be from our Sydney, NSW warehouse or from our UK or US warehouse, depending on stock availability. …

N° de ref. del artículo 9783031247606

Título
Guide to Teaching Data Science (Paperback)
Autor
Orit Hazzan
Editorial
Springer International Publishing AG, Cham
Año de publicación
2024
Estado
new
Encuadernación
Paperback
Idioma
inglés
ISBN 10
3031247604
ISBN 13
9783031247606

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