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Exam Prep: AWS Certified Machine Learning Engineer - Associate (MLA-C01)

Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01) is a one-day ILT where you learn how to assess your preparedness for the AWS Certified Machine Learning Engineer -...

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$730 USD
Duration 1 day
Course Code AWS-MLE-PREP
Available Formats Classroom

Overview

Exam Prep: AWS Certified Machine Learning Engineer – Associate (MLA-C01) is a one-day ILT where you learn how to assess your preparedness for the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam. The exam validates a candidate’s ability to build, operationalize, and maintain machine learning (ML) solutions and pipelines by using the AWS Cloud. This intermediate-level course prepares you for the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam by providing a comprehensive exploration of the exam topics. You'll 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 examstyle questions, you'll reinforce your knowledge, identify gaps in your understanding, and gain valuable strategies for tackling questions effectively. The course includes review of exam-style sample questions, to help you recognize incorrect responses and hone your test-taking abilities. By the end, you'll have a firm grasp on the concepts and practical applications tested on the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam.

Skills Gained

  • 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.

Who Can Benefit

This course is intended for individuals who are preparing for the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam.

Prerequisites

You are not required to take any specific training before taking this course. However, the following prerequisite knowledge is recommended prior to taking the AWS Certified Machine Learning Engineer - Associate (MLA-C01) exam.

  • Suggested 1 year of experience in a related role such as a backend software developer, DevOps developer, data engineer, or data scientist.
  • Basic understanding of common ML algorithms and their use cases
  • Data engineering fundamentals, including knowledge of common data formats, ingestion, and transformation to work with ML data pipelines
  • Knowledge of querying and transforming data
  • Knowledge of software engineering best practices for modular, reusable code development, deployment, and debugging
  • Familiarity with provisioning and monitoring cloud and on-premises ML resources
  • Experience with continuous integration and continuous delivery (CI/CD) pipelines and infrastructure as code (IaC)
  • Experience with code repositories for version control and CI/CD pipelines
  • Suggested 1 year of experience using Amazon SageMaker AI and other AWS services for ML engineering.
  • Knowledge of Amazon SageMaker AI capabilities and algorithms for model building and deployment
  • Knowledge of AWS data storage and processing services for preparing data for modeling
  • Familiarity with deploying applications and infrastructure on AWS
  • Knowledge of monitoring tools for logging and troubleshooting ML systems
  • Knowledge of AWS services for the automation and orchestration of CI/CD pipelines
  • Understanding of AWS security best practices for identity and access management, encryption, and data protection

Course Details

Data Preparation for Machine Learning (ML)

  • Ingest and store data.
  • Transform data and perform feature engineering.
  • Ensure data integrity and prepare data for modeling.

ML Model Development

  • Choose a modeling approach.
  • Train and refine models.
  • Analyze model performance.

Deployment and Orchestration of ML Workflows

  • Select deployment infrastructure based on existing architecture and requirements.
  • Create and script infrastructure based on existing architecture and requirements.
  • Use automated orchestration tools to set up continuous integration and continuous delivery (CI/CD) pipelines.

ML Solution Monitoring, Maintenance, and Security

  • Monitor model interference.
  • Monitor and optimize infrastructure costs.
  • Secure AWS resources.

Schedule

FAQ

Does the course schedule include a Lunchbreak?

Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.

What languages are used to deliver training?

Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.

What does GTR stand for?

GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.

Does Ascendient Learning deliver group training?

Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.

What does vendor-authorized training mean?

As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.

Is the training too basic, or will you go deep into technology?

It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.

How up-to-date are your courses and support materials?

We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.

Are your instructors seasoned trainers who have deep knowledge of the training topic?

Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.

Do you provide hands-on training and exercises in an actual lab environment?

Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.

Will you customize the training for our company’s specific needs and goals?

We will work with you to identify training needs and areas of growth.  We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.

How do I get started with certification?

Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.

Will I get access to content after I complete a course?

You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.

How do I request a W9 for Ascendient Learning?

View our filing status and how to request a W9.

Reviews

I was very pleased with the course setup by ExitCertified and the instructor.

It was very informative and covered all the required materials along with handson labs for practice.

I thought the course was informative and the tools to go over the material were very nice.

Although there seemed to be too many links for the course, everything worked smoothly.

The course was informative, and I learnt a new skill. The instructor was up to the point.