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NVAITC AI Webinar Series on Deep Learning: Model deployment and profiling

NVAITC AI Webinar Series on Deep Learning

Weekly, Thu 17 Sep – Thu 1 Oct 2020, 09:00–10:00

The goal of this webinar series is to explore the fundamentals of deep learning by building and training neural networks, optimizing data loading and performance through mixed- precision arithmetic and parallelization across several GPUs. Furthermore, we demonstrate how to deploy your trained model in production for inference. You will learn how to design, train, optimize, profile, and deploy a deep neural network using NVIDIA technology.

Target audience

Master’s students, PhD students, postdocs, researchers working in the field artificial intelligence

How to follow the webinars

The webinar series will be presented live using Zoom web conferencing system. Please install the Zoom client for best experience but you can also join via a standard web browser.

Join Zoom Meeting

Meeting ID: 494 152 0325
Passcode: Finland

Agenda

Thursday 17 September 2020, 9.00–10.00 – Getting started with DL

  • Session 0: Linear Regression in Pytorch (20’ + 10’ q/a) - Christian Hundt

  • Session 1: Convolutional Neural Networks (20’ + 10’ q/a) - Christian Hundt

Thursday 24 September 2020, 9.00–10.30 – Fast and scalable training

  • Session 2: Efficient Data Loading using DALI (20’ + 10’ q/a) - Giuseppe Fiameni

  • Session 3: Mixed Precision Training using Apex (20’ + 10’ q/a) - Paul Graham

  • Session 4: Multi-GPU Training using Horovod (20’ + 10’ q/a) – Gunter Roeth

Thursday 1 October 2020, 9.00–10.00 – Model deployment and profiling

  • Session 5: Deploying Models with TensorRT (20’ + 10’ q/a) - Niki Loppi

  • Session 6: Profiling with NVTX (20’ + 10’ q/a) - Giuseppe Fiameni

Read more and see the speaker bios here →