Keywords:
Water.
;
Artificial intelligence.
;
Environmental monitoring.
;
Environment.
;
Neural networks (Computer science) .
;
Environmental geography.
;
Hydrometeorologie
;
Hydrologie
;
Maschinelles Lernen
;
Angewandte Mathematik
;
Wasserhaushalt
;
Prognose
;
Neuronales Netz
;
Modellierung
;
Mathematisches Modell
Description / Table of Contents:
Introduction -- Mathematical Background -- Data Preprocessing -- Neural Network -- Training a Neural Network -- Updating Weights -- Improving model performance -- Advanced Neural Network Algorithms -- Deep learning for time series -- Deep learning for spatial datasets -- Tensorflow and Keras Programming for Deep Learning -- Hydrometeorological Applications of deep learning -- Environmental Applications of deep learning.
Type of Medium:
Online Resource
Pages:
1 Online-Ressource(XIV, 204 p. 189 illus., 133 illus. in color.)
Edition:
1st ed. 2021.
ISBN:
9783030647773
Series Statement:
Water Science and Technology Library 99
URL:
https://doi.org/10.1007/978-3-030-64777-3
DOI:
10.1007/978-3-030-64777-3
Language:
English
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