EncartaLabs

Deep Learning with FPGA and OpenVINO

( Duration: 5 Days )

An FPGA (Field Programmable Gate Array) is an integrated circuit that can be used to accelerate deep learning computations. OpenVINO is an open source toolkit for optimizing Deep Learning models on Intel hardware. This Deep Learning with FPGA and OpenVINO training course is aimed at data scientists who wish to accelerate real-time machine learning applications and deploy them at scale.

By attending Deep Learning with FPGA and OpenVINO workshop, delegates will learn to:

  • Install the OpenVINO toolkit.
  • Accelerate a computer vision application using an FPGA.
  • Execute different CNN layers on the FPGA.
  • Scale the application across multiple nodes in a Kubernetes cluster.

  • Python programming experience
  • Experience with pandas and scikit-learn
  • Experience with deep learning and computer vision

The Deep Learning with FPGA and OpenVINO class is ideal for:

  • Data scientists

COURSE AGENDA

1

Introduction

2

Overview the Languages, Tools, and Libraries Needed for Accelerating a Computer Vision Application

3

Setting up OpenVINO

4

Overview of OpenVINO Toolkit and its Components

5

Understanding Deep Learning Acceleration GPU and FPGA

6

Writing Software That Targets FPGA

7

Converting a Model Format for an Inference Engine

8

Mapping Network Topologies onto FPGA Architecture

9

Using an Acceleration Stack to Enable an FPGA Cluster

10

Setting up an Application to Discover an FPGA Accelerator

11

Deploying the Application for Real World Image Recognition

Encarta Labs Advantage

  • One Stop Corporate Training Solution Providers for over 4,000 Modules on a variety of subjects
  • All courses are delivered by Industry Veterans
  • Get jumpstarted from newbie to production ready in a matter of few days
  • Trained more than 50,000 Corporate executives across the Globe
  • All our trainings are conducted in workshop mode with more focus on hands-on sessions

View our other course offerings by visiting http://encartalabs.com/course-catalogue-all.php

Contact us for delivering this course as a public/open-house workshop/online training for a group of 10+ candidates.

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