Prepare for the exam with our Classroom and Online AWS Certified Machine Learning Engineer - Associate Training at WebAsha Technologies. It builds the knowledge and skills that the AWS Certified Machine Learning Engineer - Associate exam tests.
Training Overview:
The exam tests whether you can build, deploy, operationalise and maintain machine learning solutions and pipelines on AWS. The course covers data preparation, model development and training, ML deployment and orchestration (MLOps), and monitoring, security and maintenance, using Amazon SageMaker and related services. It was written for MLA-C01. AWS's certification page says the last day to take MLA-C01 in English was 28 September 2026. The updated exam, MLA-C02, has been in beta since 29 September 2026, and AWS has not yet given a date for its general release. MLA-C02 keeps four domains: data preparation for ML and AI (28%), ML model and foundation model development (24%), deployment and orchestration of ML and AI workflows (24%), and operating, monitoring and securing ML and AI solutions (24%). It adds foundation model, RAG and agent topics to each.
Intended Audience:
This course suits aspiring and practising ML engineers, data scientists and MLOps engineers who want to build and operationalise ML on AWS.
Topics Covered:
-
Data Preparation: Ingest data and engineer features.
-
Model Development: Train and tune models.
-
SageMaker: Building with Amazon SageMaker.
-
ML Deployment: Deploy models to production.
-
MLOps: Orchestrating ML pipelines.
-
Monitoring: Monitor model performance and drift.
-
Security: Securing ML workloads.
-
Maintenance: Maintaining ML systems.
Requirements:
Online participants should have a stable internet connection and a laptop or desktop. The programme includes trainer-led sessions and practice tests.
Pre-Requisites:
AWS sets no formal prerequisite. It recommends at least one year of experience with Amazon SageMaker and other AWS services for ML engineering. Cloud Practitioner or AI Practitioner knowledge and Python help before MLA.
Career Benefits:
ML engineering jobs are growing. In India, AWS ML Engineer certified professionals typically earn ₹6 LPA to ₹42+ LPA.