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The AWS Machine Learning Specialty certification is designed for developers and data scientists who want to enhance their skills in using machine learning via the AWS platform.

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Career Opportunities

Machine Learning is no doubt one of the hottest topics within the Information Technology sector. Therefore, the Amazon AWS Certified Machine Learning – Specialty certification is simply the key to become a highly regarded certified professional in the field. Those professionals who obtain this certificate can boost their career to a higher level and get a decent salary. They can opt for different job roles, such as a Solutions Architect, a Technical Curriculum Developer, an Electrical Safety Program Manager, a Systems Development Engineer, a Software Development Manager, a Global Ergonomics Engineer, and many more. The average salary can range from $30,000 to $160,000 per year.

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

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.

AWS MLS-C01 Exam Certification Details:

Exam Price$300 USD
Schedule ExamPEARSON VUE
Recommended Training / BooksPractical Data Science with Amazon SageMaker
The Machine Learning Pipeline on AWS
Deep Learning on AWS
Duration180 minutes
Exam NameAWS Certified Machine Learning - Specialty (Machine Learning Specialty)
Number of Questions65
Passing Score750 / 1000
Exam CodeMLS-C01
Sample QuestionsAWS MLS-C01 Sample Questions

Amazon MLS-C01日本語 Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Machine Learning Operations15–20%- Model deployment and serving
  • 1. Deploy models to production environments
  • 2. Implement real-time and batch inference
- Security, governance, and compliance
  • 1. Secure ML pipelines and access controls
  • 2. Implement audit trails and regulatory requirements
- Monitoring and maintenance
  • 1. Track model performance and data drift
  • 2. Update, retrain, and version models
Topic 2: Data Engineering20–25%- Data ingestion
  • 1. Implement data pipelines using AWS services
  • 2. Collect and ingest data from various sources
- Data preparation and transformation
  • 1. Clean, preprocess, and normalize data
  • 2. Handle missing values, outliers, and imbalanced datasets
- Data storage and management
  • 1. Select appropriate storage solutions
  • 2. Ensure data security, privacy, and compliance
Topic 3: Exploratory Data Analysis22–28%- Data visualization and descriptive statistics
  • 1. Identify patterns, trends, and anomalies
  • 2. Analyze data distributions and relationships
- Feature engineering
  • 1. Create, transform, and select features
  • 2. Reduce dimensionality and handle feature correlation
- Data quality assessment
  • 1. Evaluate data completeness, accuracy, and consistency
  • 2. Detect and resolve data bias and leakage
Topic 4: Modeling32–38%- Specialized models
  • 1. Deep learning, time-series, NLP, and computer vision
  • 2. Ensemble methods and transfer learning
- Model evaluation and optimization
  • 1. Tune hyperparameters and improve generalization
  • 2. Validate performance using proper metrics
- Model selection and training
  • 1. Train models using Amazon SageMaker and other tools
  • 2. Choose appropriate algorithms and approaches

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