IEEE International Geoscience and Remote Sensing Symposium (IGARSS)
Scalable Machine Learning with High Performance and Cloud Computing
July 10-11, 2021
![Scalable Machine Learning with High Performance and Cloud Computing](https://cdn.prod.website-files.com/61acee854e2822be0cf755cd/62c43d4097af3440abd47219_IGARSS_2021.jpeg)
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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Previous teaching
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