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To pass the exam, candidates must demonstrate proficiency in several key areas. These include designing, building, and deploying AWS machine learning solutions, as well as understanding how to apply machine learning to real-world business problems. MLS-C01 exam also evaluates the candidate's knowledge of using AWS services and tools to build scalable, secure, and highly available machine learning models.
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Amazon MLS-C01 exam covers a variety of topics related to machine learning on AWS. These topics include data engineering, exploratory data analysis, feature engineering, model selection and training, optimization techniques, and deployment and operationalization of machine learning models. MLS-C01 exam also covers important AWS services such as Amazon SageMaker, Amazon S3, Amazon EC2, and Amazon EMR.
The Amazon MLS-C01 exam covers a wide range of topics, including data engineering, data analysis, ML models, AWS services, and deployment and implementation. Candidates are expected to have a strong understanding of ML concepts and techniques, as well as experience working with AWS services such as Amazon SageMaker, Amazon Elastic MapReduce (EMR), and Amazon Simple Storage Service (S3).
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Prerequisites
The potential candidates should have 12-24 months of experience in architecting, developing, or running machine learning or deep learning workloads particularly on AWS Cloud. They must also possess the ability to effectively express the intuition behind basic machine learning algorithms. It is also advisable to have some experience with machine learning and deep learning frameworks, as well as be able to follow operational & deployment best practices.
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Amazon MLS-C01 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Machine Learning Implementation and Operations | 20% | - Deploy and operationalize machine learning solutions
|
| Modeling | 36% | - Build machine learning models
|
| Data Engineering | 20% | - Create data repositories for machine learning
|
| Exploratory Data Analysis | 24% | - Analyze and visualize data for machine learning
|
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