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Accelerating Apache Spark with GPUs Using RAPIDS

Offered By: Databricks via YouTube

Tags

Apache Spark Courses Data Science Courses Machine Learning Courses Databricks Courses Data Analytics Courses Parallel Computing Courses High Performance Computing Courses GPU Acceleration Courses RAPIDS Courses

Course Description

Overview

Explore GPU acceleration for Apache Spark in this 36-minute talk from Databricks. Learn about RAPIDS, a GPU-accelerated toolkit for data science workloads, and its integration with Spark. Discover how RAPIDS provides a drop-in replacement for popular data science libraries, enabling large-scale computation with minimal code changes. Understand the functionality, architecture, and performance benefits of RAPIDS, which can offer several orders of magnitude acceleration compared to CPU-only alternatives. Gain insights into how GPU acceleration, traditionally used in scientific computing and AI, is now revolutionizing data science workflows on the Databricks Unified Analytics Platform.

Syllabus

Introduction
Whats Rapid
Getting Started
DataFrame
MLML
K carafe
XEBook
Yaxis
Rapid AI
Demo


Taught by

Databricks

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