Home/Courses/AWS/MLA-C01
AWSAssociate· AWS AI/ML

AWS Certified Machine Learning Engineer — Associate

Official course for the ML Engineer Associate certification. Covers data preparation, training, deployment, monitoring, and MLOps with SageMaker and Bedrock.

Duration
32h
Modality
Online live
Exam code
MLA-C01
Certification
AWS Certified Machine Learning Engineer — Associate
Class confirmed
Next class
Nov 02, 2026

Audience

ML and data engineers operationalizing models on AWS.

Learning objectives

  • Prepare training data with SageMaker Data Wrangler / Feature Store
  • Train, tune, and select models
  • Deploy and continuously monitor with SageMaker and Bedrock

Prerequisites

To get the most from this course, we recommend prior mastery of the fundamentals covered in SAA-C03 (AWS Certified Solutions Architect — Associate) or equivalent knowledge acquired through professional experience or self-study. Holding the previous certification is not required — what matters is mastering the topics below:

  • Design secure architectures with IAM, KMS, GuardDuty
  • Implement resilient architectures (multi-AZ, auto scaling, RTO/RPO)
  • Optimize performance and costs

Syllabus

01

Data Preparation for ML

In this module of MLA-C01 — AWS Certified Machine Learning Engineer — Associate, you deepen data preparation for ml within the AWS ecosystem, with practical focus on the topics required by the official MLA-C01 blueprint. Content combines theoretical fundamentals, instructor-led demonstrations and lab exercises to consolidate Feature Store, Data Wrangler, S3.

Topics covered

  • Feature Store
  • Data Wrangler
  • S3
02

Model Development

In this module of MLA-C01 — AWS Certified Machine Learning Engineer — Associate, you deepen model development within the AWS ecosystem, with practical focus on the topics required by the official MLA-C01 blueprint. Content combines theoretical fundamentals, instructor-led demonstrations and lab exercises to consolidate Training jobs, Hyperparameter tuning.

Topics covered

  • Training jobs
  • Hyperparameter tuning
03

Deployment & Orchestration

In this module of MLA-C01 — AWS Certified Machine Learning Engineer — Associate, you deepen deployment & orchestration within the AWS ecosystem, with practical focus on the topics required by the official MLA-C01 blueprint. Content combines theoretical fundamentals, instructor-led demonstrations and lab exercises to consolidate Real-time endpoints, Batch transform, Pipelines.

Topics covered

  • Real-time endpoints
  • Batch transform
  • Pipelines
04

ML Solution Monitoring

In this module of MLA-C01 — AWS Certified Machine Learning Engineer — Associate, you deepen ml solution monitoring within the AWS ecosystem, with practical focus on the topics required by the official MLA-C01 blueprint. Content combines theoretical fundamentals, instructor-led demonstrations and lab exercises to consolidate Model Monitor, Clarify, Bias detection.

Topics covered

  • Model Monitor
  • Clarify
  • Bias detection

Upcoming classes

StatusDateModalityHoursContact
ConfirmedNov 02, 2026 Online live32h
See all classes AWS (all courses)Full calendar AWS