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2020 IEEE 40th International Conference on Distributed Computing Systems (ICDCS) by Abd Elrahman, Ahmed (author);El Helw, Mohamed (author);Elshawi, Radwa (author);Sakr, Sherif (author) is a nonfiction available to read on EtoBox.

What is 2020 IEEE 40th International Conference on Distributed Computing Systems (ICDCS) about?

Nowadays, machine learning is playing a crucial role in harnessing the value of massive data amount currently produced every day. The process of building a high-quality machine learning model is an iterative, complex and timeconsuming process that requires solid knowledge about the various machine learning algorithms in addition to having a good experience with effectively tuning their hyper-parameters. With the booming demand for machine learning applications, it has been recognized that the number of knowledgeable data scientists can not scale with the growing data volumes and application needs in our digital world. Therefore, recently, several automated machine learning (AutoML) frameworks have been developed by automating the process of Combined Algorithm Selection and Hyper-parameter tuning (CASH). However, a main limitation of these frameworks is that they have been built on top of centralized machine learning libraries (e.g. scikit-learn) that can only work on a single node and thus they are not scalable to process and handle large data volumes. To tackle this challenge, we demonstrate D-SmartML, a distributed AutoML framework on top of Apache Spark, a distributed data proce

Who reads 2020 IEEE 40th International Conference on Distributed Computing Systems (ICDCS)?

Author

Abd Elrahman, Ahmed (author);El Helw, Mohamed (author);Elshawi, Radwa (author);Sakr, Sherif (author)

Publisher

IEEE

Published

2020

Language

EN

Category

nonfiction