AI and Machine Learning Fundamentals on AWS

Core AI and machine learning concepts, the ML development lifecycle, and the AWS managed AI services that apply them.

AWS-111 12 lessons planned ▶ Video lessons coming soon

Offered by HSM University · AWS Certifications

Course content

  1. 1AI, machine learning and deep learningComing
  2. 2Supervised, unsupervised and reinforcement learningComing
  3. 3Data types and data preparationComing
  4. 4Training, validation and testingComing
  5. 5Evaluating models: accuracy, precision, recall and moreComing
  6. 6Bias, variance and overfittingComing
  7. 7The machine learning development lifecycleComing
  8. 8MLOps conceptsComing
  9. 9Amazon SageMaker AI at a glanceComing
  10. 10Managed AI services for language, vision and speechComing
  11. 11When machine learning is the wrong toolComing
  12. 12Case study: choosing an AI approach for a business problemComing

Description

Core AI and machine learning concepts, the ML development lifecycle, and the AWS managed AI services that apply them.