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Machine Learning

Develop your machine learning expertise with courses built by the experts at AWS

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Learn how to apply machine learning (ML), artificial intelligence (AI), and deep learning (DL) to your business, unlocking new insights and value. Explore real-world examples and labs based on problems we've solved at Amazon using ML. Access 65+ digital courses (many of them free).
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AWS Ramp-Up Guide: Machine Learning

Built for developers and data scientists (both aspiring and current), this AWS Ramp-Up Guide offers a variety of resources to help build your knowledge of machine learning in the AWS Cloud. It features free digital training, classroom courses, videos, whitepapers, certifications, and more.

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  • Developer
  • Data Scientist
  • Data Platform Engineer
  • Business Decision Maker
  • Developer

  • Built with the AWS Cloud. Developed for Amazon developers and engineers.

    Twitch Series: AWS Power Hour Machine Learning

    Fundamental

    Learn as AWS hosts and special guests demonstrate how to build apps with artificial intelligence (AI) services from AWS. Designed for developers without prior machine learning experience.

    Digital | 8 hours

    AWS Foundations: Machine Learning Basics

    Fundamental

    Get an overview of the concepts, terminology, and processes in the exciting field of machine learning.

    Digital | 30 minutes

    Exam Readiness: AWS Certified Machine Learning - Specialty

    Intermediate

    Prepare for the AWS Certified Machine Learning – Specialty exam, which showcases your ability to design, implement, deploy, and maintain machine learning (ML) solutions.

    Digital | 4.5 hours

    The Machine Learning Pipeline

    Intermediate

    Learn how to use the machine learning (ML) pipeline to solve a real business problem in a project-based learning environment. Explore each phase of the pipeline and apply your knowledge to complete a project.

    Classroom | 4 days
    Explore all Machine Learning courses »
  • Data Scientist

  • Build your foundation in data science and understand data readiness in the context of machine learning

    The Elements of Data Science

    Intermediate

    Learn to build and continuously improve machine learning models. Review problem formulation, exploratory data analysis, feature engineering, model training, tuning and debugging, as well as model evaluation and deployment.

    Digital | 8 hours

    ML Building Blocks: Services and Terminology

    Fundamental

    These two courses clarify both the machine learning stack and the terms and processes that help you build a solid foundation in machine learning.

    Digital | 40 minutes

    Practical Data Science with Amazon SageMaker

    Intermediate

    Learn how to solve a real-world use case with machine learning and produce actionable results using Amazon SageMaker.

    Classroom | 1 day

    Exam Readiness: AWS Certified Machine Learning - Specialty

    Intermediate

    Prepare for the AWS Certified Machine Learning – Specialty exam, which showcases your ability to design, implement, deploy, and maintain machine learning (ML) solutions.

    Digital | 4.5 hours
    Explore all Machine Learning courses »
  • Data Platform Engineer

  • Learn how architecture, data, and storage support advanced machine learning modeling and intelligence workloads

    ML Building Blocks: Services and Terminology

    Fundamental

    These two courses clarify both the machine learning stack and the terms and processes that help you build a solid foundation in machine learning.

    Digital | 40 minutes

    Big Data on AWS

    Intermediate

    Learn about cloud-based big data solutions such as Amazon Elastic MapReduce (EMR), Amazon Redshift, Amazon Kinesis, and AWS data analytics services.

    Classroom | 3 days
    (virtual or in person)  

    Twitch Series: AWS Power Hour Machine Learning

    Fundamental

    Learn as AWS hosts and special guests demonstrate how to build apps with artificial intelligence (AI) services from AWS. Designed for developers without prior machine learning experience.

    Digital | 8 hours
    Explore all Machine Learning courses »
  • Business Decision Maker

  • Demystify machine learning, artificial intelligence, and deep learning

    AWS Foundations: Machine Learning Basics

    Fundamental

    Get an overview of the concepts, terminology, and processes in the exciting field of machine learning.

    Digital | 30 minutes

    Introduction to AWS Machine Learning Services

    Fundamental

    Explore Amazon Machine Learning and Artificial Intelligence tools to enable capabilities across frameworks and infrastructure, machine learning platforms, and API-driven services.

    Digital | 5 minutes

    Machine Learning for Business Challenges

    Fundamental

    Machine learning can help you solve business problems in ways that weren't possible before—but you have to think big.

    Digital | 60 minutes

    Demystifying AI/ML/DL

    Fundamental

    After taking this set of courses, you’ll understand how artificial intelligence (AI) led to machine learning (ML), which then led to deep learning (DL).

    Digital | 45 minutes
    Explore all Machine Learning courses »

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