The Machine Learning Pipeline on AWS

Overview

This course explores how to the use of the iterative machine learning (ML) process pipeline to solve a real business problem in a project-based learning environment. Students will learn about each phase of the process 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. Learners with little to no machine learning experience or knowledge will benefit from this course. Basic knowledge of Statistics will be helpful.

Objectives

In this Data Warehousing on AWS course, participants will be able 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 | 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

Prerequisites

We recommend that attendees of The Machine Learning Pipeline on AWS 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 Outline

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