Deep Learning on AWS - AWSDL

Beschreibung

In this course, you’ll learn about AWS’s deep learning solutions, including scenarios where deep learning makes sense and how deep learning works. You’ll learn how to run deep learning models on the cloud using Amazon SageMaker and the MXNet framework. You’ll also learn to deploy your deep learning models using services like AWS Lambda while designing intelligent systems on AWS.

This course teaches you how to:
  • Define machine learning and deep learning
  • Identify the concepts in a deep learning ecosystem
  • Leverage MXNet programming framework for deep learning workload
  • Fit AWS solutions for deep learning deployments

expand_more chevron_right Zielgruppe

  • Developers who are responsible for developing deep learning applications
  • Developers who want to understand the concepts behind deep learning and how to implement a deep learning solution on AWS Cloud

    expand_more chevron_right Vorkenntnisse

    • ML processes
    • AWS core services like Amazon EC2 and knowledge of AWS SDK
    • A scripting language like Python

    expand_more chevron_right Detail-Inhalte

    Day One Module

    1: Machine learning overview
    • A brief history of AI, ML, and DL
    • The business importance of ML
    • Common challenges in ML
    • Different types of ML problems and tasks
    • AI on AWS 

    Module 2: Introduction to deep learning
    • Introduction to DL
    • The DL concepts
    • A summary of how to train DL models on AWS
    • Introduction to Amazon SageMaker
    • Hands-on lab: Spinning up an Amazon SageMaker notebook instance and running a multi-layer perceptron neural network model 

    Module 3: Introduction to Apache MXNet
    • The motivation for and benefits of using MXNet and Gluon
    • Important terms and APIs used in MXNet
    • Convolutional neural networks (CNN) architecture
    • Hands-on lab: Training a CNN on a CIFAR-10 dataset

    Module 4: ML and DL architectures on AWS
    • AWS services for deploying DL models (AWS Lambda, AWS IoT Greengrass, Amazon ECS, AWS Elastic Beanstalk)
    • Introduction to AWS AI services that are based on DL (Amazon Polly, Amazon Lex, Amazon Rekognition)
    • Hands-on lab: Deploying a trained model for prediction on AWS Lambda
    • expand_more chevron_right event_available 17.04.2023 17.04.2023 timer 1 Tag roomETC-Wien
      • expand_more chevron_right Virtual Classroom 910,00
        • Live Online Training im virtuellen Klassenraum
        • Live Vortrag inkl. Interaktion mit dem/der Trainer*in
        • Seminarunterlagen, Teamwork, Labs
        • Keine hohen Hardware Anforderungen, dennoch Zugriff auf die gewohnte professionelle Übungsumgebung
        • keine Anfahrt ins Seminarzentrum notwendig
    • expand_more chevron_right event_available 16.10.2023 16.10.2023 timer 1 Tag roomETC-Wien
      • expand_more chevron_right Virtual Classroom 910,00
        • Live Online Training im virtuellen Klassenraum
        • Live Vortrag inkl. Interaktion mit dem/der Trainer*in
        • Seminarunterlagen, Teamwork, Labs
        • Keine hohen Hardware Anforderungen, dennoch Zugriff auf die gewohnte professionelle Übungsumgebung
        • keine Anfahrt ins Seminarzentrum notwendig