Deep learning for the earth sciences : a comprehensive approach to remote sensing, climate science and geosciences /
edited by Gustau Camps-Valls [and three others].
- 1 online resource
Includes bibliographical references and index.
"The research in deep learning for the geosciences and Earth observation is growing fast and goes beyond the mere application of algorithms to new data. This is a huge interdisciplinary field. Applying new algorithms to the data deluge is a hot topic in all these cross-sectorial fields. Academic research on this area is strongly involved, and many specialized conferences and special issues in journals are arising each year. The book will provide the reader with the landscape, skills, and principles to quickly become familiar with both fields? needs and applications and will give a principled status of where are we now. The practitioner will be ready to use the technology and principles in his/her own research field in a short period of time. The highlights on future research at the end of each chapter will provide new ideas, particularly for those people involved in advanced research education, who will find these highlights of special interest for PhD Thesis orientations"--
9781119646181 1119646189 1119646162 9781119646150 1119646154 9781119646167
10.1002/9781119646181 doi
2021012966
Earth sciences--Study and teaching.
Algorithms--Study and teaching.
Algorithms--Study and teaching.
Earth sciences--Study and teaching.
Electronic books.
QE26.3 / .D44 2021
550.71
Includes bibliographical references and index.
"The research in deep learning for the geosciences and Earth observation is growing fast and goes beyond the mere application of algorithms to new data. This is a huge interdisciplinary field. Applying new algorithms to the data deluge is a hot topic in all these cross-sectorial fields. Academic research on this area is strongly involved, and many specialized conferences and special issues in journals are arising each year. The book will provide the reader with the landscape, skills, and principles to quickly become familiar with both fields? needs and applications and will give a principled status of where are we now. The practitioner will be ready to use the technology and principles in his/her own research field in a short period of time. The highlights on future research at the end of each chapter will provide new ideas, particularly for those people involved in advanced research education, who will find these highlights of special interest for PhD Thesis orientations"--
9781119646181 1119646189 1119646162 9781119646150 1119646154 9781119646167
10.1002/9781119646181 doi
2021012966
Earth sciences--Study and teaching.
Algorithms--Study and teaching.
Algorithms--Study and teaching.
Earth sciences--Study and teaching.
Electronic books.
QE26.3 / .D44 2021
550.71