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Amazon Web Services

AWS Machine Learning Foundations

Amazon Web Services via Udacity

Overview

Learn what machine learning is and the steps involved in building and evaluating models. Gain in demand skills needed at businesses working to solve challenges with AI. Learn the fundamentals of advanced machine learning areas such as computer vision, reinforcement learning, and generative AI. Get hands-on with machine learning using AWS AI Devices (i.e. AWS DeepLens, AWS DeepRacer, and AWS DeepComposer). Learn how to prepare, build, train, and deploy high-quality machine learning (ML) models quickly with Amazon SageMaker and learn object-oriented programming best practices.

Syllabus

  • Welcome to the AWS Machine Learning Foundations Course
    • Welcome to Udacity! We're excited to share more about your program and start this journey with you!
      In this course, you will learn more about the pre-requisites, structure of the program, and getting
  • Introduction to Machine Learning
    • In this lesson, you will learn the fundamentals of supervised and unsupervised machine learning, including the process steps of solving machine learning problems and explore several examples
  • Machine Learning with AWS
    • In this lesson you will learn about some advanced machine learning techniques: computer vision, reinforcement learning, and generative AI. You will also learn about how to use AWS ML tools.
  • Software Engineering Practices, Part 1
    • Learn software engineering practices and how they apply in data science. Part one covers clean and modular code, code efficiency, refactoring, documentation, and version control.
  • Software Engineering Practices, Part 2
    • Learn software engineering practices and how they apply in data science. Part two covers testing code, logging, and conducting code reviews.
  • Introduction to Object-Oriented Programming
    • Learn the basics of object-oriented programming so that you can build your own Python package.
  • Congratulations!
    • Congratulations on finishing your program!
  • Next Steps
    • Take the AWS Machine Learning Foundations Assessment Quiz!

Taught by

Maryam Rezapoor, Eva Pagneux, Phu Nguyen, Juno Lee and Andrew Paster

Reviews

4.5 rating at Udacity based on 21 ratings

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