AWS-DL | Deep Learning on AWS

 

Description:

Deep Learning on AWS is a one-day course that introduces you to cloud-based Deep Learning (DL) 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 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.

 

Intended Audience:

This course is intended for:

  • 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 Objectives:

This course teaches you how to:

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

 

Prerequisites:

We recommend that attendees of this course have the following prerequisites:

  • 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

 

Duration:

1 day

 

COURSE OUTLINE:

 

This course covers the following concepts:

Day 1

  • Introduction to Machine Learning
  • Introduction to Deep Learning

 

Lab 1: Setting up a Deep Learning AMI instance and running a multi-layer perceptron neural network model

Introduction to MXNet on AWS

Lab 2: Running a Convolutional Neural Network (CNN) model to predicting images using CIFAR 10 dataset

Deploying Smart Applications on AWS

Lab 3: Deploying a Deep Learning model for predicting images using AWS Lambda

AWS-DL | DeepLearning on AWS

SKU: AWS-DL
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