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Instructor-Led Workshop
Fundamentals of Accelerated Data Science

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Whether you work at a software company that needs to improve customer retention, a financial services company that needs to mitigate risk, or a retail company interested in predicting customer purchasing behavior, your organization is tasked with preparing, managing, and gleaning insights from large volumes of data without wasting critical resources. Traditional CPU-driven data science workflows can be cumbersome, but with the power of GPUs, your teams can make sense of data quickly to drive business decisions.

In this workshop, you’ll learn how to build and execute end-to-end GPU-accelerated data science workflows that enable you to quickly explore, iterate, and get your work into production. Using the RAPIDS^™-accelerated data science libraries, you’ll apply a wide variety of GPU-accelerated machine learning algorithms, including XGBoost, cuGRAPH’s single-source shortest path, and cuML’s KNN, DBSCAN, and logistic regression to perform data analysis at scale.

Learning Objectives

By participating in this workshop, you’ll:

Implement GPU-accelerated data preparation and feature extraction using cuDF and Apache Arrow data frames
Apply a broad spectrum of GPU-accelerated machine learning tasks using XGBoost and a variety of cuML algorithms
Execute GPU-accelerated graph analysis with cuGraph, achieving massive-scale analytics in small amounts of time
Rapidly achieve massive-scale graph analytics using cuGraph routines

Download workshop datasheet (PDF 298 KB)

Workshop Outline

Introduction (15 mins)	Meet the instructor. Create an account at courses.nvidia.com/join
GPU-Accelerated Data Manipulation (120 mins)	Ingest and prepare several datasets (some larger-than-memory) for use in multiple machine learning exercises later in the workshop: Read data directly to single and multiple GPUs with cuDF and Dask cuDF. Prepare population, road network, and clinic information for machine learning tasks on the GPU with cuDF.
Break (60 mins)
GPU-Accelerated Machine Learning (120 mins)	Apply several essential machine learning techniques to the data that was prepared in the first section: Use supervised and unsupervised GPU-accelerated algorithms with cuML. Train XGBoost models with Dask on multiple GPUs. Create and analyze graph data on the GPU with cuGraph.
Break (15 mins)
Project: Data Analysis to Save the UK (120 mins)	Apply new GPU-accelerated data manipulation and analysis skills with population-scale data to help stave off a simulated epidemic affecting the entire UK population: Use RAPIDS to integrate multiple massive datasets and perform real-world analysis. Pivot and iterate on your analysis as the simulated epidemic provides new data for each simulated day.
Assessment and Q&A (15 mins)

Workshop Details

Duration: 8 hours

Price: $500 for public workshops, contact us for enterprise workshops.

Prerequisites: Experience with Python, ideally including pandas and NumPy

Suggested resources to satisfy prerequisites: Kaggle's pandas Tutorials, Kaggle's Intro to Machine Learning, Accelerating Data Science Workflows with RAPIDS

Technologies: RAPIDS, cuDF, XGBoost, cuML, cuGraph, Dask, cuPy, pandas, NumPy, Bokeh

Certificate: Upon successful completion of the assessment, participants will receive an NVIDIA DLI certificate to recognize their subject matter competency and support professional career growth.

Hardware Requirements: Desktop or laptop computer capable of running the latest version of Chrome or Firefox. Each participant will be provided with dedicated access to a fully configured, GPU-accelerated server in the cloud.

Languages: English, Traditional Chinese

Upcoming Workshops

Pacific Time

GTC

Wed, Apr 14, 2021

9:00 a.m.–5:00 p.m.

Register now

Central European Time

GTC

Thu, Apr 15, 2021

9:00 a.m.–5:00 p.m.

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Central European Time

Wed, May 5, 2021

9:00 a.m.–5:00 p.m.

Register now

Pacific Time

Tue, May 25, 2021

9:00 a.m.–5:00 p.m.

Register now

Upcoming Public Workshops

North America / Latin America

Wednesday, June 23, 2021
9:00 a.m.–5:00 p.m. PDT

Europe / Middle East / Africa

Tuesday, June 22, 2021
9:00 a.m.–5:00 p.m. CEST

If your organization is interested in boosting and developing key skills in AI, accelerated data science, or accelerated computing, you can request instructor-led training from the NVIDIA DLI.

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Instructor-Led Workshop
Fundamentals of Accelerated Data Science

Learning Objectives

Workshop Outline

Workshop Details

Upcoming Workshops

Wed, Apr 14, 2021

Thu, Apr 15, 2021

Wed, May 5, 2021

Tue, May 25, 2021

Upcoming Public Workshops

North America / Latin America

Europe / Middle East / Africa

Questions?

Contact Us for Questions on
Deep Learning Training

Read our FAQs.

Inquire about NVIDIA Deep Learning Institute services.

For technical questions, check out the NVIDIA Developer Forums.

Instructor-Led Workshop Fundamentals of Accelerated Data Science

Learning Objectives

Workshop Outline

Workshop Details

Upcoming Workshops

Wed, Apr 14, 2021

Thu, Apr 15, 2021

Wed, May 5, 2021

Tue, May 25, 2021

Upcoming Public Workshops

North America / Latin America

Europe / Middle East / Africa

Questions?

Contact Us for Questions on Deep Learning Training

Read our FAQs.

Inquire about NVIDIA Deep Learning Institute services.

For technical questions, check out the NVIDIA Developer Forums.

Instructor-Led Workshop
Fundamentals of Accelerated Data Science

Contact Us for Questions on
Deep Learning Training