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Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01) is a one-day ILT designed to help your team assess their preparedness for the AWS Certified Machine Learning Engineer – Associate (MLA-C01) exam. This certification validates a candidate’s ability to build, operationalize, and maintain machine learning (ML) solutions and pipelines using the AWS Cloud.
This intermediate-level course prepares your team for the AWS Certified Machine Learning Engineer – Associate (MLA-C01) exam by providing a comprehensive exploration of the exam topics. They will delve into the key areas covered on the exam, understanding how they relate to developing AI and machine learning solutions on the AWS platform. Through detailed explanations and walkthroughs of exam-style questions, participants will reinforce their knowledge, identify gaps in understanding, and gain valuable strategies for tackling questions effectively.
Overview
Objectives
- Identify the scope and content tested by the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam.
- Practice exam-style questions and evaluate your preparation strategy.
- Examine use cases and differentiate between them.
Course outline
Introduction
Domain 1: Data Preparation for Machine Learning (ML)
- 1.1 Ingest and store data.
- 1.2 Transform data and perform feature engineering.
- 1.3 Ensure data integrity and prepare data for modeling.
Domain 2: ML Model Development
- 2.1 Choose a modeling approach.
- 2.2 Train and refine models.
- 2.3 Analyze model performance.
Domain 3: Deployment and Orchestration of ML Workflows
- 3.1 Select deployment infrastructure based on existing architecture and requirements.
- 3.2 Create and script infrastructure based on existing architecture and requirements.
- 3.3 Use automated orchestration tools to set up continuous integration and continuous delivery (CI/CD) pipelines.
Domain 4: ML Solution Monitoring, Maintenance, and Security
- 4.1 Monitor model interference.
- 4.2 Monitor and optimize infrastructure costs.
- 4.3 Secure AWS resources.
Highlights
- Add solutions to help your team adopt the technology: Netec Power Learning and Certification Assurance Program
- Live virtual training/ILT: Taught by AWS Certified Instructors
- Effective training on AWS
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