Introduction to Machine Learning on AWS

Duration5h 20m


This learning path provides an introduction to Machine Learning concepts with a blend of instructional courses, quizzes, and hands-on labs.

We begin with an introduction to the concepts of machine learning. You will then learn how to implement The Amazon Machine Learning services to create and use machine learning models. 

Next, we apply a machine learning model in a hands-on lab to forecast flight delays using the Amazon Machine Learning service.

The learning path then provides a ...

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Your certificate for this learning path

Learning Path Steps

1 courses

This course provides an overview of the "Introduction to Machine Learning on AWS” Learning Path. This is an introductory level learning path designed to help you understand Machine Learning. Machine Learning in recent years has become very much a mainstre...

2 courses

Overview In this course you'll learn about Machine Learning and where it fits within the wider Artificial Intelligence (AI) field. The course proceeds with a formal definition of Machine Learning, and continues on with explanations for the various machine ...

3 courses

When we saw how incredibly popular our blog post on Amazon Machine Learning was, we asked data and code guru James Counts to create this fantastic in-depth introduction to the principles and practice of Amazon Machine Learning so we could completely satisfy...

4 labs

Lab Overview Amazon Machine Learning provides an easy-to-use interface for creating certain types of machine learning models. This Lab uses Amazon Machine Learning to create a regression model. Regression models predict a continuous variable, as opposed to...

5 labs

Lab Overview Graphics processing units (GPUs) and other hardware accelerators can dramatically reduce the time taken to train complex machine learning models. In this lab, you will take control of a p2.xlarge instance equipped with an NVIDIA Tesla K80 GPU ...

6 labs

Lab Overview Neural networks have been used for many applications throughout the deep learning revolution. In this Lab, you will use the AWS Deep Learning AMI using a GPU instance (p2.xlarge). You will perform neural style transfers - an algorithm for comb...

7 courses

This course provides a quick review and summary for what was learnt during the "Introduction to Machine Learning on AWS" Learning Path.

8 exam-filled

Exam: Introduction to Machine Learning on AWS

About the Author

Learning paths3

Jeremy is a Cloud Researcher and Trainer at Cloud Academy where he specializes in developing technical training documentation for security, AI, and machine learning for both AWS and GCP cloud platforms.

He has a strong background in development and coding, and has been hacking with various languages, frameworks, and systems for the past 20+ years.

In recent times, Jeremy has been focused on Cloud, Security, AI, Machine Learning, DevOps, Infrastructure as Code, and CICD.

Jeremy holds professional certifications for both AWS and GCP platforms.