Classroom image for Class C-14941 - The Machine Learning Pipeline on AWS in Virtual on 10/25/2022

Training Class

The Machine Learning Pipeline on AWS

Register Now
The Machine Learning Pipeline on AWS

Course Overview

Learn how to use the machine learning (ML) pipeline with Amazon SageMaker with hands-on exercises and four days of instruction. You will learn how to frame your business problems as ML problems and use Amazon SageMaker to train, evaluate, tune, and deploy ML models. Hands-on learning is a key component of this course, so you’ll choose a project to work on, and then apply the knowledge and skills you learn to your chosen project in each phase of the pipeline. You’ll have a choice of projects: fraud detection, recommendation engines, or flight delays.

Taking ML models from conceptualization to production is typically complex and time-consuming. You have to manage large amounts of data to train the model, choose the best algorithm for training it, manage the compute capacity while training it, and then deploy the model into a production environment. SageMaker reduces this complexity by making it much easier to build and deploy ML models. Hands-on learning is a key component of this course, so you’ll choose a project to work on, and then apply the knowledge and skills you learn to your chosen project in each phase of the pipeline. You’ll have a choice of projects: fraud detection, recommendation engines, or flight delays. Students will learn about each phase of the pipeline from instructor presentations and demonstrations. They will 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, you will have successfully built, trained, evaluated, tuned, and deployed an ML model that solves selected business problems.

Skills Gained

  • 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 in 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

Who Can Benefit

  • Developers
  • Solutions architects
  • Data engineers
  • Anyone who wants to learn about the ML pipeline via Amazon SageMaker, even if you have little to no experience with machine learning

Prerequisites

Course Details

Day 1

  • Module 0: Introduction
  • Module 1: Introduction to Machine Learning and the ML Pipeline
  • Module 2: Introduction to Amazon SageMaker
  • Module 3: Problem Formulation

Day 2

  • Module 3: Problem Formulation (continued)
  • Module 4: Preprocessing

Day 3

  • Module 5: Model Training
  • Module 6: Model Evaluation

Day 4

  • Module 7: Feature Engineering and Model Tuning
  • Module 8: Deployment

Upcoming Classes

Class Number
Begins
Ends
Time Zone
Begin Time
End Time
Instructor
Location

C-14941

10/25/202210/28/2022Eastern Time (US)9:00 am5:00 pmAWS-TBDVirtualRegister

C-14946

10/25/202210/28/2022Eastern Time (US)9:00 am5:00 pmAWS-TBDWashingtonRegister

C-15034

11/21/202211/24/2022Eastern Time (US)9:00 am5:00 pmAWS-TBDVirtualRegister

C-15039

11/21/202211/24/2022Eastern Time (US)9:00 am5:00 pmAWS-TBDWashingtonRegister

C-15105

12/19/202212/22/2022Eastern Time (US)9:00 am5:00 pmAWS-TBDSan FranciscoRegister

C-15111

12/19/202212/22/2022Eastern Time (US)12:00 pm8:00 pmAWS-TBDVirtualRegister

C-16989

1/24/20231/27/2023Eastern Time (US)9:00 am5:00 pmAWS-TBDVirtualRegister

C-16992

1/24/20231/27/2023Eastern Time (US)9:00 am5:00 pmAWS-TBDWashingtonRegister

C-17032

2/13/20232/16/2023Eastern Time (US)9:00 am5:00 pmAWS-TBDVirtualRegister

C-17036

2/13/20232/16/2023Eastern Time (US)9:00 am5:00 pmAWS-TBDWashingtonRegister

C-17099

3/14/20233/17/2023Eastern Time (US)9:00 am5:00 pmAWS-TBDSan FranciscoRegister

C-17101

3/14/20233/17/2023Eastern Time (US)12:00 pm8:00 pmAWS-TBDVirtualRegister

C-17142

4/3/20234/6/2023Eastern Time (US)9:00 am5:00 pmAWS-TBDVirtualRegister

C-17147

4/3/20234/6/2023Eastern Time (US)9:00 am5:00 pmAWS-TBDWashingtonRegister

C-17194

4/25/20234/28/2023Eastern Time (US)9:00 am5:00 pmAWS-TBDVirtualRegister
Displaying 15 of 22View All

The Machine Learning Pipeline on AWS

  • Class Number: C-14941
  • Starts: 10/25/2022 Ends: 10/28/2022 
  • Instructor: AWS-TBD
  • Location: AWS - iMVP
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-14946
  • Starts: 10/25/2022 Ends: 10/28/2022 
  • Instructor: AWS-TBD
  • Location: AWS - 1760OldMeadowRd
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-15034
  • Starts: 11/21/2022 Ends: 11/24/2022 
  • Instructor: AWS-TBD
  • Location: AWS - iMVP
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-15039
  • Starts: 11/21/2022 Ends: 11/24/2022 
  • Instructor: AWS-TBD
  • Location: AWS - 1760OldMeadowRd
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-15105
  • Starts: 12/19/2022 Ends: 12/22/2022 
  • Instructor: AWS-TBD
  • Location: AWS - 450SansomeStreet
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-15111
  • Starts: 12/19/2022 Ends: 12/22/2022 
  • Instructor: AWS-TBD
  • Location: AWS - iMVP
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-16989
  • Starts: 1/24/2023 Ends: 1/27/2023 
  • Instructor: AWS-TBD
  • Location: AWS - iMVP
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-16992
  • Starts: 1/24/2023 Ends: 1/27/2023 
  • Instructor: AWS-TBD
  • Location: AWS - 1760OldMeadowRd
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-17032
  • Starts: 2/13/2023 Ends: 2/16/2023 
  • Instructor: AWS-TBD
  • Location: AWS - iMVP
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-17036
  • Starts: 2/13/2023 Ends: 2/16/2023 
  • Instructor: AWS-TBD
  • Location: AWS - 1760OldMeadowRd
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-17099
  • Starts: 3/14/2023 Ends: 3/17/2023 
  • Instructor: AWS-TBD
  • Location: AWS - 450SansomeStreet
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-17101
  • Starts: 3/14/2023 Ends: 3/17/2023 
  • Instructor: AWS-TBD
  • Location: AWS - iMVP
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-17142
  • Starts: 4/3/2023 Ends: 4/6/2023 
  • Instructor: AWS-TBD
  • Location: AWS - iMVP
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-17147
  • Starts: 4/3/2023 Ends: 4/6/2023 
  • Instructor: AWS-TBD
  • Location: AWS - 1760OldMeadowRd
Register

The Machine Learning Pipeline on AWS

  • Class Number: C-17194
  • Starts: 4/25/2023 Ends: 4/28/2023 
  • Instructor: AWS-TBD
  • Location: AWS - iMVP
Register
Stony Point yellow icon

Want to Talk with Us About Training?

Submit this form, or call us to chat live: +1 (844) 978-6697