IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Scalable Machine Learning with High Performance and Cloud Computing
July 10-11, 2021
Abstract
This tutorial introduces students to cutting-edge HPC systems and cloud computing technologies for Machine Learning and Deep Learning methods to address Earth Observation applications that deal with large and complex Remote Sensing datasets.
Lecture 1: Introduction
Lecture 2: Levels of Parallelism and High Performance Computing
Lecture 3: Distributed Deep Learning
Lecture 4: Hands-on Distributed Deep Learning
Lecture 5: Big Data Analytics using Apache Spark
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