GeoCourseHub Browser | Dataset | itc_courses | Resource | http://gch.utwente.nl/data/course/4e168543-5f7d-4994-9e10-e78adc933086 | Category | Structure

http://gch.utwente.nl/data/learning_outcome/28431941-a361-46d9-a124-ce05ac90fc04

Learning outcomes

Develop and apply deep learning algorithms to analyze different spatial and spatio-temporal data types

Evaluate the performance of the deep learning algorithms, as well as their generalization and transfer capabilities

Understand and account for ethical considerations in applying deep learning algorithms in Geoscience use cases

Explain the core principles of deep learning and other advanced machine learning algorithms (e.g., Convolutional NNs, Recurrent NNs, Transformers) and their relevance to different use cases in Geoscience

Explain the basic concepts of explainable AI techniques for interpreting deep learning model results

GeoCourseHub at Utwente.nl