IEEE International Geoscience and Remote Sensing Symposium (IGARSS)

Scalable Machine Learning with High Performance and Cloud Computing

July 10-11, 2021


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

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Lecture 2: Levels of Parallelism and High Performance Computing

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Lecture 3: Distributed Deep Learning

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Lecture 4: Hands-on Distributed Deep Learning

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Lecture 5: Big Data Analytics using Apache Spark

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