Machine Learning Pipeline on AWS (ML-PIPE)

 

Who should attend

This course is intended for:

  • Developers
  • Solutions Architects
  • Data Engineers
  • Anyone with little to no experience with ML and wants to learn about the ML pipeline using Amazon SageMaker

Certifications

This course is part of the following Certifications:

Prerequisites

We recommend that attendees of this course have:

  • Basic knowledge of Python programming language
  • Basic understanding of AWS Cloud infrastructure (Amazon S3 and Amazon CloudWatch)
  • Basic experience working in a Jupyter notebook environment

Course Objectives

In this course, you will learn to:

  • Select and justify the appropriate ML approach for a given business problem
  • Use the ML pipeline to solve a specific business problem
  • Train, evaluate, deploy, and tune an ML model using Amazon SageMaker
  • Describe some of the best practices for designing scalable, cost-optimized, and secure ML pipelines in AWS
  • Apply machine learning to a real-life business problem after the course is complete

Course Content

This course explores how to use the machine learning (ML) pipeline to solve a real business problem in a project-based learning environment. Students will learn about each phase of the pipeline from instructor presentations and demonstrations and then apply that knowledge to complete a project solving one of three business problems: fraud detection, recommendation engines, or flight delays. By the end of the course, students will have successfully built, trained, evaluated, tuned, and deployed an ML model using Amazon SageMaker that solves their selected business problem.

Prices & Delivery methods

Online Training

Duration 4 days

Classroom Training

Duration 4 days

Click on town name or "Online Training" to book Schedule

Europe
Germany
Online Training Time zone: Central European Summer Time (CEST) Course language: German
Munich
Online Training Time zone: Central European Time (CET) Course language: German
Czech Republic
Online Training This is a FLEX course in English language. Time zone: Central European Summer Time (CEST)
Italy
Online Training Time zone: Central European Summer Time (CEST) Course language: Italian
Online Training This is a FLEX course in Italian language. Time zone: Central European Time (CET)
Online Training This is a FLEX course in Italian language. Time zone: Central European Time (CET)
Online Training This is a FLEX course in Italian language. Time zone: Central European Time (CET)
Online Training This is a FLEX course in Italian language. Time zone: Central European Summer Time (CEST)
Online Training This is a FLEX course in Italian language. Time zone: Central European Summer Time (CEST)
North Macedonia
Online Training This is a FLEX course in English language. Time zone: Central European Summer Time (CEST)
Slovenia
Online Training This is a FLEX course in English language. Time zone: Central European Time (CET)
Switzerland
Online Training Time zone: Central European Summer Time (CEST) Course language: English
United Kingdom
Online Training This is a FLEX course in English language. Time zone: Greenwich Mean Time (GMT)
Online Training This is a FLEX course in English language. Time zone: Greenwich Mean Time (GMT)
Online Training This is a FLEX course in English language. Time zone: British Summer Time (BST)
Online Training This is a FLEX course in English language. Time zone: British Summer Time (BST)
Instructor-led Online Training:   This computer icon in the schedule indicates that this date/time will be conducted as Instructor-Led Online Training.
This is a FLEX course, which is delivered both virtually and in the classroom.