9783031247576

Guide to Teaching Data Science

Format: Hardcover

ISBN13: 9783031247576

Hardcover|9783031247576


Overview

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 Technion's 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.


ISBN-13

9783031247576

ISBN-10

3031247574

Weight

1.50 Pounds

Dimensions

6.14 x 0.81 x 9.21 In

List Price

$69.99

Edition

1st Edition

Format

Hardcover

Language

English

Pages

xxvii, 321 pages

Publisher

Springer

Published On

2023-03-21



View All Offers

Sort by:

Rows per page:

1–5 of 5

Condition
Seller
Seller Comments
Price
Used, Like New
Seller details
GreatBookPrices-
★★★★☆

Columbia, MD, USA

100% Money Back Guarantee. Brand New, Perfect Condition. We offer expedited shipping to all US locat...
$82.59

 Free delivery by: 02 Apr 2026

Brand New
Seller details
Alibris
★★★★★

Sparks, NV, USA

Print on demand Sewn binding. Cloth over boards. 321 p. Contains: Unspecified, Illustrations, black...
$83.39

 Free delivery by: 02 Apr 2026

Brand New
Seller details
discount_scientific_books
★★★★★

Sterling Heights, MI, USA

New, US edition. Satisfaction guaranteed! !
$86.56

 Free delivery by: 02 Apr 2026

Brand New
Seller details
Paperbackshop
★★★★★

Bensenville, IL, USA

New Book. Shipped from UK in 4 to 14 days. Established seller since 2000. Please note we cannot of...
$87.09

 Free delivery by: 02 Apr 2026


Bookstores.com relies on cookies to improve your experience.