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How does Ray compare to Apache Spark??

University of Jonathan 12,215 lượt xem 4 years ago
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In this video I compare and contrast the Apache Spark and the Ray frameworks, including how they differ conceptually, differences between their APIs, and the common use cases for each. https://github.com/psychothan/scaling-data-science

🎥 previous video: https://youtu.be/Xa_94PuUYQI
🎞 playlist: https://youtube.com/playlist?list=PLmetp36hFxeyc9qO_5tPNMW-YD3tZfCFN

🔗 Original Ray Paper: https://arxiv.org/abs/1712.05889
🔗 Original Spark Paper: http://people.csail.mit.edu/matei/papers/2010/hotcloud_spark.pdf
🔗 Spark Documentation: https://spark.apache.org
🔗 Ray Documentation: https://ray.io

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0:00 - Introduction
0:52 - Comparing the Spark and Ray APIs
5:49 - Spark vs. Ray Use Cases
8:38 - Spark vs. Ray Code Examples
10:42 - Summary
14:06 - Outro

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