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About the Workshop

This hands-on Data Science workshop is conducted by E2E Networks Ltd., in partnership with NVIDIA India.

In this workshop, you will learn the GPU accelerated data analytics and will have hands-on experience on RAPIDS — an open source GPU-based Data Science framework, with a live Cloud GPU Environment on E2E Cloud.

You will learn,

  • End to end acceleration of Data Science with GPUs
  • Getting started with NVIDIA GPU Cloud (NGC)
  • Understanding the RAPIDS Open Data Science framework
  • Working with cuDF, cuML and cuGraph
  • Data loading, feature engineering, and ML model training with XGBoost & other algorithms.

Agenda

  • 9:30am -10:00am Registration
  • 10:00am – 11:00am RAPIDS: GPU Accelerated Data Analytics for Better Insight
  • 11:00am – 11.30am Accelerating Data Science End-to-End with GPU & Getting Started with NGC
  • 11:30am – 11:45am Break
  • 11:45am – 12:15pm Preparing the Cloud environment with GPU Instances
  • 12:15pm – 13:30pm Hands-on with cuDF, cuML and cuGraph
  • 13:30pm – 14:15pm Lunch
  • 14:15pm – 15:15pm Feature engineering with cuDF
  • 15:15pm – 16:15pm Data loading, feature engineering, and ML model training with XGBoost & other algorithms.
  • 16:15pm – 16:30pm Break
  • 16:30pm – 17:15pm Understanding Graph algorithms with cuGraph
  • 17:15pm – 18:00pm Multi-GPU training and feature engineering, Q&A

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