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Topics in AWS Certified Machine Learning - Specialty

The following will be discussed in AMAZON MLS-C01 practice exam and AMAZON MLS-C01 practice exams:

• Exploratory Data Analysis
• Modeling
• Machine Learning Implementation and Operations
• Data Engineering

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Start Preparation with Study Guide

There are many books created to help candidates learn the exam topics. Still, only a few allow one to do this quickly and effectively. One of the most relevant study guides is “Machine Learning In The AWS Cloud” by Abhishek Mishra. You can easily buy it from Amazon and start your preparation as soon as possible. This is the perfect material for applicants to understand most common machine learning practices in the AWS cloud. It enhances one’s capabilities to perform well in the exam and in the workplace since it contains real-world practical examples and classification of business problems.

Candidates are expected to go through this book and clear their knowledge of the basics and specifics by mastering the two parts. The first one introduces the reader to the main concepts of machine learning and how they are utilized to solve the problems. The other part focuses on the cloud-based ML experience. It also introduces the use of Amazon Sagemaker and how it assists in overcoming complex issues professionals can face while performing day-to-day tasks.

Once you grasp all the information included in this book, you will also gain skills needed to solve computer vision problems with Amazon Rekognition. In addition, you will learn more about the core features of engineering, model building, and visualizing data. All this is explained in the easy-to-understand format due to sidebars, source code examples, and illustrations in each chapter. With such preparation, one boosts chances to ace the exam on the first attempt.

Reference: https://d1.awsstatic.com/training-and-certification/docs-ml/AWS%20Certified%20Machine%20Learning%20-%20Specialty_Exam%20Guide%20(1).pdf

What Topics Are Covered in AWS Machine Learning - Specialty Certification Exam?

The certification exam for the AWS Machine Learning – Specialty certification tests the candidates' ability to select the best machine learning strategy to improve the business processes. Also, they will be able to identify the best AWS service needed to implement different machine learning solutions. Besides, candidates will be able to design and put into practice reliable, scalable, and cost-optimized machine learning solutions. The AWS MLS-C01 exam, in particular, focuses on four domains. They are the following:

• Machine Learning Implementation and Operations.
• Exploratory Data Analysis;
• Modeling;
• Data engineering;

The first topic handles data engineering and has 3 sections. The first one handles the creation of data repositories for efficient machine learning strategies. Also, candidates will learn how to effectively identify and implement solutions related to data-ingestion. The third sub-domain included in this section focuses on the implementation and identification of different data-transformation solutions.

The second tested area concentrates on exploratory data analysis. When they prepare for this topic, candidates will learn how to sanitize and prepare data for modeling. Also, they will learn how to make a performance when it comes to feature engineering. Finally, candidates will learn how to visualize data and analyze different parameters for machine learning.

Within the modeling section, candidates will learn how to frame different business problems related to machine learning issues. Besides, they will find how to select the right models for different machine learning problems. In this section, candidates will also learn how to train effectively for machine learning models. Another essential concept that candidates will discover in this part is related to hyperparameter optimization performance. Last but not least, applicants will understand how to correctly evaluate machine learning models.

The final domain concentrates on machine learning operations and implementation. This segment focuses on helping candidates develop advanced abilities in building machine learning solutions to achieve the highest performance and fault tolerance. These solutions will help them ensure availability, resilience, and scalability. Another subtopic included in the last objective deals with the recommendations and implementation of the right machine learning services adapted to the business context. Candidates will also learn how to apply fundamental AWS security practices to solve different machine learning issues. Finally, they will become ready to deploy and operationalize various machine learning solutions.

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