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Deep Learning on AWS

Cloud-based Deep Learning.

GK# 7375

Course Overview

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Deep Learning on AWS is a one-day course that introduces you to cloud-based Deep Learning solutions on Amazon Web Services (AWS). The training will detail how Deep Learning is useful and explain its different concepts. This course also teaches you how to run your models on the cloud using Amazon Elastic Compute Cloud (Amazon EC2)-based Deep Learning Amazon Machine Image (AMI) and MXNet framework. In addition, you will gain a better understanding of deploying your deep learning models using AWS services like AWS Lambda and Amazon EC2 Container Service (Amazon ECS) while designing intelligent systems on AWS, based on Deep Learning.

Schedule

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  • Delivery Format:
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What You'll Learn

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  • Define machine learning and Deep Learning.
  • Identify the concepts in a Deep Learning ecosystem.
  • Leverage MXNet programming framework for Deep Learning workloads
  • Fit AWS solutions for Deep Learning deployments.

Outline

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Viewing outline for:

Classroom Live Outline

  • Introduction to Machine Learning
  • Introduction to Deep Learning
  • Lab 1: Setting up a Deep Learning AMI instance and running a multilayer perceptron model
  • Introduction to MXNet on AWS
  • Lab 2: Running a convolutional neural network model and predicting images on CIFAR-10 dataset
  • Deploying Deep Learning Workloads on AWS
  • Lab 3: Deploying a Deep Learning model for predicting images using AWS Lambda

Prerequisites

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  • Basic understanding of machine learning processes
  • Basic understanding of AWS core services like Amazon EC2 and knowledge of AWS SDK
  • Basic knowledge of a scripting language (e.g., Python)

Who Should Attend

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  • Developers responsible for developing Deep Learning applications
  • Developers who want to understand concepts behind Deep Learning and how to implement a Deep Learning solution on AWS
Course Delivery

This course is available in the following formats:

Classroom Live

Receive face-to-face instruction at one of our training center locations.

Duration: 1 day

Virtual Classroom Live

Experience expert-led online training from the convenience of your home, office or anywhere with an internet connection.

Duration: 1 day

Request this course in a different delivery format.
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