AWS ML and Data Engineering Practice Tests: 6 practice tests and 330+ Questions with feedback

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Prepare for AWS Certification and Build Real-World ML Pipelines with Confidence

This advanced AWS ML and Data Engineering Practice Tests course with 6 practice tests and 330+ practice questions is designed to help you master AWS-based data engineering and machine learning workflows. Whether you’re preparing for the AWS Machine Learning Specialty certification, tackling a technical job interview, or building cloud-native ML systems, this course provides the rigorous, practical training you need.

If your goal is AWS ML certification, a high-impact job offer, or just professional mastery, this course equips you to deliver scalable, secure, and high-performing data engineering solutions in the AWS ecosystem.

Enroll now to become a certified and confident AWS ML professional.

Gururo is a PMI Authorized Training Partner

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Course Details

Highlights

What You’ll Learn

  • Design and implement scalable data pipelines using AWS services like Glue, Kinesis, and Lambda.
  • Apply AWS machine learning tools such as SageMaker for model training, deployment, and monitoring.
  • Architect end-to-end ML solutions using real-time and batch data ingestion strategies.
  • Utilize AWS Glue and EMR to transform and prepare data for machine learning workloads.
  • Automate feature engineering workflows with AWS Step Functions and pipelines.
  • Implement security, access control, and encryption for ML and data services on AWS.
  • Optimize storage and processing costs across S3, Redshift, and Athena for large datasets.
  • Monitor, troubleshoot, and debug ML pipelines using CloudWatch, CloudTrail, and X-Ray.
  • Prepare confidently for AWS Machine Learning Specialty and Data Engineering interviews.
  • Evaluate trade-offs in scalability, performance, and model accuracy in AWS-based ML systems.

What You’ll Gain:

  • Knowledge of critical AWS tools for ML and data engineering: Glue, SageMaker, EMR, Redshift, Kinesis, and Step Functions.
  • Practice designing ETL pipelines and data lakes tailored for machine learning.
  • Hands-on understanding of deploying models and monitoring performance in production.
  • Familiarity with security best practices, IAM roles, and fine-grained access policies.
  • Readiness for both certification exams and employer interviews involving AWS ML use cases.
  • Confidence in selecting the right services and optimizing costs for data-heavy applications.
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Course Requirements / Prerequisites

  • Familiarity with core AWS services including S3, IAM, and EC2 is recommended.
  • Basic understanding of Python and SQL will be beneficial for hands-on practice.
  • Access to an AWS account for testing and experimentation is encouraged.
  • Prior experience with machine learning concepts such as training, inference, and evaluation.
  • Understanding of data formats (JSON, Parquet, CSV) and basic ETL principles.
  • Comfortable with navigating the AWS Console and using the AWS CLI.
  • Willingness to troubleshoot and explore AWS documentation as needed.
  • Interest in automating ML pipelines and data workflows using cloud-native tools.
  • Curiosity about real-world deployment scenarios and scalable architectures.
  • No formal AWS certification required—this course helps prepare for one.

Who Should Take This Course?

  • Data engineers looking to specialize in ML workflows using AWS services.
  • ML engineers preparing for the AWS Machine Learning Specialty certification.
  • Cloud developers who want to integrate ML capabilities into serverless applications.
  • Data scientists aiming to deploy and manage models efficiently on AWS.
  • Solution architects building scalable, production-ready data pipelines.
  • IT professionals transitioning into cloud-based machine learning roles.
  • DevOps engineers working with data processing and orchestration on AWS.
  • Analysts and BI professionals seeking to enhance pipelines with ML insights.
  • Freelancers and consultants preparing for client engagements in AWS ML projects.
  • Anyone preparing for AWS job interviews that include data engineering or ML system design.

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Frequently asked questions

Upon successful payment completion, our system automatically executes the following actions immediately

  1. Your account creation
  2. Courses access to your account
  3. LMS walk-thru video guide
  4. You will receive emails from info@gururo.com

We have established a robust support framework to assist with any needs that may arise. In addition, our team is available for assistance via the helpdesk, email, telephone, or live chat.

We accept major credit cards, including Visa, Mastercard, American Express, and Discover, as well as payments via PayPal. For payments in your local currency, please contact support at support@gururo.com.

As part of our commitment to customer satisfaction, we offer a generous 30-day return period. Below conditions have to be met which are outlined in our refund policy as well:

  • The refund request must be submitted within 30 days of purchase.
  •  If a user has requested multiple refunds for the same course or has a history of excessive refund requests, Gururo reserves the right to limit or deny future refund requests

You can be confident that our questions, domain weightings, and topic distributions are fully aligned with the most recent exam guidelines. Our dedicated team of experts ensures that you always study the most relevant and current material by continuously monitoring updates.

Once you complete the checkout process, you will immediately gain access to the practice test within our Learning Management System (LMS). Our LMS provides a comprehensive learning experience with features like:
  • Monitor your progress through the practice test.
  • Automatically receive your scores upon completing each quiz.
  • Engage with timed quizzes to simulate real test conditions.
  • Review your results to identify areas for improvement.
These features are designed to enhance your learning experience and help you prepare effectively for your exams.
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