/tutorial-arkouda-njit

This repository is a compilation of all the resources for Arkouda and Arachne. The resources here are also going to be used for the workshop to be held at PPoPP 2023

Primary LanguageJupyter Notebook

Interactive Large-Scale Data and Graph Analytics

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About Arkouda

Arkouda is an open-source framework created with the intention to facilitate the processing of data at-scale with a interface similar to NumPy. It is powered through a powerful Chapel back end with a simple-to-use Python front end.

In this tutorial, we will demonstrate how Arkouda can be used not only for typical data analysis, but also explore how it can be used for large-scale graph analysis through our recently realesed Arachne framework. We will show all the steps in a typical data science workflow from data gathering to data cleaning, and ultimately, data visualization.

About Arachne

Arachne is an Arkouda Package for Large-Scale Graph Analytics

Previous Work ๐Ÿ”ง

Talks ๐Ÿ“ข

  • Arkouda Hack-a-thon videos

  • Bill Reus' March 2021 talk at the NJIT Data Science Seminar

  • Bill Reus' CHIUW 2020 Keynote video and slides

  • Mike Merrill's CHIUW 2019 talk

  • Bill Reus' CLSAC 2019 talk

  • (PAW-ATM) talk and abstract


Publications ๐Ÿ“—

  • Arachne: An Arkouda Package for Large-Scale Graph Analytics

    • Oliver Alvarado Rodriguez, Zhihui Du, Joseph T. Patchett, Fuhuan Li, David A. Bader link
  • Large Scale String Analytics in Arkouda, IEEE HPEC.

    • Zhihui Du, Oliver Alvarado Rodriguez, David Bader (2021). link
  • Enabling Exploratory Large Scale Graph Analytics through Arkouda. IEEE HPEC.

    • Zhihui Du, Oliver Alvarado Rodriguez, David Bader (2021). link
  • K-Truss Implementation in Arkouda (Extended Abstract).

    • Joseph Patchett, Zhihui Du, David Bader (2021). IEEE HPEC. link
  • Interactive Graph Stream Analytics in Arkouda.

    • Zhihui Du, Oliver Alvarado Rodriguez, Joseph Patchett, David Bader (2021). link
  • Exploratory Large Scale Graph Analytics in Arkouda. CHIUW.

    • Zhihui Du, Oliver Alvarado Rodriguez, David A. Bader, Michael Merrill, William Reus (2021). link

Videos ๐Ÿ“น


Threads ๐Ÿงต

Brief Intro about Arkouda Click Here

Bader Research Group Website ๐Ÿ’ป

Click here to view

Open Source Contribution to the NJIT - HPC Initiative

Gitter channels ๐Ÿ”—

Arkouda Gitter channel

Chapel Gitter channel

Discord Server