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.

Price & Delivery methods

Online Training

Duration
4 days

Price (VAT excl.)
  • 2,695.— €
Classroom Training

Duration
4 days

Price (VAT excl.)
  • The Netherlands: 2,695.— €
  • Belgium: 2,695.— €

Schedule

Fast Lane will carry out all guaranteed training regardless of the number of attendees, exempt from force majeure or other unexpected events, like e.g. accidents or illness of the trainer, which prevent the course from being conducted.
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.

English

Time zone: Central European Summer Time (CEST)   ±1 hour

Online Training Time zone: British Summer Time (BST)
Online Training This is a FLEX course. Time zone: Central European Summer Time (CEST)
Online Training Time zone: British Summer Time (BST)
Online Training This is a FLEX course. Time zone: Eastern European Summer Time (EEST)
Online Training This is a FLEX course. Time zone: Eastern European Time (EET)

2 hours difference

Online Training This is a FLEX course. Time zone: Gulf Standard Time (GST)

6 hours difference

Online Training Time zone: Eastern Daylight Time (EDT) Guaranteed To Run
Online Training Time zone: Eastern Daylight Time (EDT)
Online Training Time zone: Eastern Daylight Time (EDT)
Online Training Time zone: Eastern Daylight Time (EDT)
Online Training Time zone: Eastern Daylight Time (EDT)
Online Training Time zone: Eastern Daylight Time (EDT)
Online Training Time zone: Eastern Daylight Time (EDT)
Online Training Time zone: Eastern Standard Time (EST)
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7 hours difference

Online Training Time zone: Central Daylight Time (CDT)
Online Training Time zone: Central Daylight Time (CDT)

9 hours difference

Online Training Time zone: Pacific Daylight Time (PDT)
Online Training Time zone: Pacific Daylight Time (PDT)
This is a FLEX course, which is delivered both virtually and in the classroom.

Europe

Germany

Online Training This is a FLEX course in German language.   Time zone: Europe/Berlin Enroll

Bulgaria

Online Training This is a FLEX course in English language.   Time zone: Europe/Sofia Enroll

Italy

Online Training This is a FLEX course in Italian language.   Time zone: Europe/Rome Enroll
Online Training This is a FLEX course in Italian language.   Time zone: Europe/Rome Enroll
Online Training This is a FLEX course in Italian language.   Time zone: Europe/Rome Enroll

North Macedonia

Online Training This is a FLEX course in English language.   Time zone: Europe/Skopje Enroll

Switzerland

Basel Enroll
Bern Enroll
Online Training This is a FLEX course in German language.   Time zone: Europe/Zurich Enroll
Basel Enroll
Bern Enroll
Online Training This is a FLEX course in German language.   Time zone: Europe/Zurich Enroll
Basel Enroll
Bern Enroll
Online Training This is a FLEX course in German language.   Time zone: Europe/Zurich Enroll