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Practical Data Science with Amazon SageMaker

Practical Data Science with Amazon SageMaker

current course dates can be found at the bottom of this page … company training available on request!

Course description

In this course, learn how to solve a real-world use case with machine learning and produce actionable results using Amazon SageMaker. This course teaches you how to use Amazon SageMaker to cover the different stages of the typical data science process, from analyzing and visualizing a data set, to preparing the data and feature engineering, down to the practical aspects of model building, training, tuning and deployment.

Course objectives

In this course, you will learn to:

  • Prepare a dataset for training.
  • Train and evaluate a machine learning model.
  • Automatically tune a machine learning model.
  • Prepare a machine learning model for production.
  • Think critically about machine learning model results.

Intended audience

This course is intended for:

  • A technical audience at an intermediate level

Prerequisites

We recommend that attendees of this course have:

  • Working knowledge of a programming language

Activities

This course includes:

  • Training with instructor
  • Practical exercises

Course duration / Price

  • 1 day / € 750.00 (excl. tax) per person (DE)

Course outline

  • Business problem: Churn prediction
  • Load and display the dataset
  • Assess features and determine which Amazon SageMaker algorithm to use
  • Use Amazon Sagemaker to train, evaluate, and automatically tune the model
  • Deploy the model
  • Assess relative cost of errors

IMPORTANT: Please bring your notebook (Windows, Linux or Mac) to our trainings. If this is not possible, please contact us in advance.

Course materials are in English, on request also in German (if available).
Course language is German, on request also in English.

AWS Cloud Practitioner Essentials Training

AWS Cloud Practitioner Essentials

current course dates can be found at the bottom of this page … company training available on request!

Course description

This fundamental-level, one-day, instructor-led classroom course is intended for individuals who seek an overall understanding of the AWS Cloud, independent of specific technical roles. It provides a detailed overview of cloud concepts, AWS services, security, architecture, pricing, and support to enable you to build your cloud skills and grow your professional credibility. It includes hands-on lab exercises reinforcing some of the core concepts of the course’s lecture. This course also helps you prepare you for the AWS Certified Cloud Practitioner exam.

Course objectives

In this course, you will learn to:

  • Define what the cloud is and how it works
  • Differentiate between cloud computing and deployment models
  • Describe the AWS Cloud value proposition
  • Describe the basic global infrastructure of the cloud
  • Compare the different methods of interacting with AWS
  • Describe and differentiate between AWS service domains
  • Given a scenario, identify an appropriate solution using AWS Cloud services
  • Describe the Well-Architected Framework
  • Describe basic AWS Cloud architectural principles
  • Explain the Shared Responsibility model
  • Describe security services with the AWS cloud
  • Define the billing, account management, and pricing models for the AWS platform
  • Identify future services and developments built on the cloud

Intended audience

This course is intended for:

  • Sales
  • Legal
  • Marketing
  • Business analysts
  • Project managers
  • AWS Academy Students
  • IT-related professionals

Course duration / Price

  • 1 day
  • € 775.00 (excl. tax) per person (DE)
  • CHF 900.00 (excl. tax) per person (CH)

IMPORTANT: Please bring your notebook (Windows, Linux or Mac) to our trainings. If this is not possible, please contact us in advance.

Course materials are in English, on request also in German (if available).
Course language is German, on request also in English.

Advanced Developing on AWS

Advanced Developing on AWS

current course dates can be found at the bottom of this page … company training available on request!

Course description

The Advanced Developing on AWS course uses the real-world scenario of taking a legacy, on-premises monolithic application and refactoring it into a serverless microservices architecture. This three-day advanced course covers advanced development topics such as architecting for a cloud-native environment; deconstructing on-premises, legacy applications and repackaging them into cloud-based, cloud-native architectures; and applying the tenets of the Twelve-Factor Application methodology.

Course objectives

In this course, you will learn to:

  • Analyze a monolithic application architecture to determine logical or programmatic break points where the application can be broken up across different AWS services.
  • Apply Twelve-Factor Application manifesto concepts and steps while migrating from a monolithic architecture.
  • Recommend the appropriate AWS services to develop a microservices based cloud native application.
  • Use the AWS API, CLI, and SDKs to monitor and manage AWS services.
  • Migrate a monolithic application to a microservices application using the 6 Rs of migration.
  • Explain the SysOps and DevOps interdependencies necessary to deploy a microservices application in AWS

Intended audience

This course is intended for:

  • Experienced software developers who are already familiar with AWS services

Prerequisites

We recommend that attendees of this course have:

  • In-depth knowledge of at least one high-level programming language
  • Working knowledge of core AWS services and public cloud implementation
  • Completion of the Developing on AWS course, and then a minimum of 6 months of application of those concepts in a real world environment.

Activities

This course includes:

  • Training with instructor
  • Practical exercises

Course duration / Price

  • 3 days
  • € 2,095.00 (excl. tax) per person (DE)
  • CHF 3,200.00 (excl. tax) per person (CH)

Course outline

This course covers the following concepts:

  • Interfacing with AWS Services
  • Deconstructing a monolithic architecture
  • Migrating to the cloud
  • Creating an infrastructure
  • Declare and isolate dependencies
  • Storing configuration in the cloud
  • Establish a build, release, run model
  • Creating the codebase
  • Deploying an application
  • Evolution of architecture
  • Design patterns
  • I/O explosion and preventing it
  • Microservices

IMPORTANT: Please bring your notebook (Windows, Linux or Mac) to our trainings. If this is not possible, please contact us in advance.

Course materials are in English, on request also in German (if available).
Course language is German, on request also in English.

AWS Certified Developer – Associate Workshop

AWS Certified Developer – Associate

current course dates can be found at the bottom of this page … company training available on request!

Course description

The AWS Certified Developer – Associate exam validates technical expertise in developing and maintaining applications on the AWS platform. Join this half-day, intermediate-level workshop to learn how to prepare for the exam by exploring the exam’s topic areas and how they map to developing on AWS and to specific areas to study. The workshop reviews sample exam questions in each topic area and teaches you how to interpret the concepts being tested so that you can more easily eliminate incorrect responses.

Workshop objectives

In this course, you will learn to:

  • Navigate the logistics of the examination process.
  • Understand the exam structure and question types.
  • Identify how questions relate to AWS development concepts.
  • Interpret the concepts being tested by an exam question.
  • Allocate your time studying for the AWS Certified Developer – Associate exam

Intended audience

This course is intended for:

This course is intended for developers who are preparing to take the AWS Certified Developer – Associate exam.

Prerequisites

We recommend that attendees of this course have:

  • One or more years of hands-on experience designing and maintaining an AWS based application
  • In-depth knowledge of at least one high-level programming language
  • Course taken: Developing on AWS (or equivalent knowledge)

Activities

This course includes:

  • Classroom training
  • Group discussion
  • Sample exercise questions

Note: There are no technical lab exercises in this workshop.

Course duration / Price

  • 1/2 day / € 750.00 (excl. tax) per person (DE)

Course outline

This course covers the following concepts:

  • Testing center information and expectations
  • Exam overview and structure
  • Content domains and question breakdown
  • Topics and concepts within content domains
  • Question structure and interpretation techniques
  • Practice exam questions

IMPORTANT: Please bring your notebook (Windows, Linux or Mac) to our trainings. If this is not possible, please contact us in advance.

Course materials are in English, on request also in German (if available).
Course language is German, on request also in English.

AWS Certified SysOps Administrator – Associate Workshop Details

AWS Certified SysOps Administrator – Associate

current course dates can be found at the bottom of this page … company training available on request!

Course description

The AWS Certifed SysOps Administrator – Associate exam validates technical expertise in deployment, management, security, and operations on the AWS platform. Join this half-day, intermediate-level bootcamp to learn how to prepare for the exam by exploring the exam’s topic areas and how they map to SysOps on AWS and to specific areas to study. The bootcamp reviews sample exam questions in each topic area and teaches you how to interpret the concepts being tested so that you can more easily eliminate incorrect responses.

Intended audience

This course is intended for:

  • System Administrators
  • System Operators

Prerequisites

We recommend that attendees of this course have:

  • At least one year of hands-on experience provisioning, operating, and maintaining systems running on AWS
  • Course taken: Systems Operations on AWS (or equivalent knowledge)

Activities

This course includes:

  • Classroom training
  • Group discussion
  • Sample exercise questions

Course duration / Price

  • 1/2 day / € 750.00 (excl. tax) per person (DE)

Course outline

This course covers the following concepts:

  • Testing center information and expectations
  • Exam overview and structure
  • Content domains and question breakdown
  • Topics and concepts within content domains
  • Question structure and interpretation techniques
  • Practice exam questions

IMPORTANT: Please bring your notebook (Windows, Linux or Mac) to our trainings. If this is not possible, please contact us in advance.

Course materials are in English, on request also in German (if available).
Course language is German, on request also in English.