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Delivering Data-Driven Decisions with AWS: Applying Machine Learning, Data Engineering, and Generative AI

Delivering Data-Driven Decisions with AWS: Applying Machine Learning, Data Engineering, and Generative AI

1h 53mBeginner2025-01-07

Authors

Wendy Wong

Wendy Wong

Course details

AWS skills are in high demand as startups, consulting firms, and enterprises modernize their applications and transform data. Data analytics cannot scale without the help of cloud computing. In this course, instructor Wendy Wong teaches AWS skills with practical applications of machine learning, data engineering, and generative AI to help you make faster decisions for your organization and customers. This course guides you through the process of learning AWS skills with practical scenarios that complement agile projects and upskill in a no-code or low-code environment to deliver customer solutions that can be solved through machine learning, AI, data engineering, and data analytics at scale with cloud computing.

Skills covered

RedshiftAmazon SageMakerMAXONDecision-MakingBusiness AnalyticsAmazon Web Services (AWS)AmazonArtificial Intelligence FoundationsCloud ServicesCloud PlatformsArtificial Intelligence (AI)Cloud ComputingData ScienceProfessional DevelopmentLeadership and ManagementDeep Dive (X:Y)

Concepts

0. Introduction

  • 01 - Deliver data-driven decisions with AWS

1. Getting Started in Generative AI with Amazon CodeWhisperer

  • 02 - Overview of generative AI
  • 03 - Introduction to Amazon Q Developer
  • 04 - Installing Amazon Q Developer
  • 05 - Navigating Amazon Q Developer for EDA and PCA
  • 06 - Switch to Amazon Q Developer

2. Getting Started with Amazon Redshift Serverless

  • 07 - Overview of lakehouse architecture
  • 08 - Introduction to Amazon Redshift Serverless
  • 09 - Exploring common use cases
  • 10 - Navigating to Amazon Redshift Serverless

3. No Code ETL on AWS Glue and AWS Glue Studio

  • 11 - Understanding AWS Glue and AWS Glue Studio
  • 12 - Transforming data with AWS Glue Studio and generative AI

4. Making Predictions with Amazon SageMaker Canvas for No Code ML

  • 13 - Introduction to machine learning in the real world
  • 14 - Introduction to Amazon SageMaker Canvas
  • 15 - Linear regression with Jupyter Notebook
  • 16 - Linear regression with Amazon SageMaker Canvas

Conclusion

  • 17 - Learning more about AWS data services

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