[MLS-C01] [Introduction] Course Focus

Goals of the course

Posted by Oscaner on May 9, 2022
  • Machine learning foundational concepts and tools
    • Common algorithms
    • Data wrangling
    • Jupyter notebooks
    • Python development
  • Key AWS services
    • SageMaker
    • Kinesis
    • Glue

Foundation

Develop a foundational knowledge of the subject

  • Common algorithms and when to apply them
  • Data manipulation to achieve good data for model use
  • Inference deployment and operationalization

AWS Services

Understand key AWS machine learning services and how to use them to solve specific problems

  • Build, train, tune, and deploy machine learning models using the AWS Cloud
  • Design, implement, deploy, and maintain machine learning solutions for given business problems
  • Select and justify the appropriate machine learning approach for a given business problem
  • Identify appropriate AWS services to implement ML solutions
  • Design and implement scalable, cost-optimized, reliable, and secure ML solutions

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