AWS Jam Journey: Machine Learning

About

AWS Jam is a gamified experiential learning platform that helps you develop your AWS cloud skills through simulated real-world cases. During this Jam Journey, you are going to challenge your AWS Machine Learning skills by solving various scenarios created by AWS experts. The course is available for a three-month period to give you time to complete all the challenges at your own pace and schedule.

• Levels: 1 Easy + 4 Intermediate + 1 Hard challenges

Intended Audience

This Jam Journey is intended for anyone interested in building their AWS Machine Learning skills through real-world challenges. 

Learning Objectives

In this Jam Journey, you will learn to:

• Upload a Jupyter notebook, and troubleshoot Pandas operations to start manipulating data
• Bring models built in Amazon SageMaker into Amazon Redshift and run inferences in Redshift
• Utilize Amazon SageMaker and Amazon Comprehend API to detect sentiment on text data
• Use Amazon SageMaker built-in image classification algorithm
• Use Amazon Comprehend API to detect the dominant language of a text and analyze the sentiment of the text
• Monitor model performance with simulated traffic using existing and new dataset

 

Challenge Information

Challenge Titles Task Number Services Used PrerequisitesPanda Kung Fu 3 Amazon Sagemaker None Furry Friends Needs Your help! 1 Amazon Sagemaker; Amazon Comprehend Basic knowledge of Amazon Sagemaker and Python programming It's ML Party..! BYOM..!! 4 Amazon Sagemaker; Amazon Redshift Basic knowledge of Amazon Sagemaker, Amazon Redshift and Python programming
The Beauties and the Bees 5 Amazon Sagemaker; Amazon S3; AWS IAM Basic knowledge of Python programming and Jupyter Notebooks Lost in Translation 4 Amazon Sagemaker; Amazon S3; Amazon Comprehend Familiarity with Amazon SageMaker, Amazon S3 and Python programming Has my model drifted? Model monitoring in a smart city use case 4 Amazon Sagemaker Basic knowledge of Amazon Sagemaker; Familiarity with Python programming and Jupyter Notebooks

Activities

This Jam Journey includes self-paced lab activities set up in a gamified environment. You may expect challenges, tasks, points and clues that are typical in a gamified environment.