aws certified machine learning specialty
The AWS Certified Machine Learning - Specialty certification is designed for individuals who have a strong background in machine learning and want to demonstrate their expertise in deploying and managing machine learning solutions on the Amazon Web Services (AWS) platform. This certification is suitable for data scientists, machine learning developers, and other professionals who work with machine learning technologies on AWS.
To prepare for the AWS Certified Machine Learning - Specialty exam, you should focus on the following key areas:
- Domain 1: Data Engineering (20%)
- Create and manage datasets for machine learning.
- Data processing and feature engineering.
- Build a machine learning data pipeline.
- Domain 2: Exploratory Data Analysis (24%)
- Analyze and visualize data for machine learning.
- Perform statistical analysis of data.
- Domain 3: Modeling (36%)
- Frame business problems as machine learning problems.
- Select and justify the appropriate machine learning algorithms.
- Train machine learning models.
- Optimize and evaluate machine learning models.
- Domain 4: Machine Learning Implementation and Operations (20%)
- Build machine learning solutions for performance, availability, and reliability.
- Deploy and operationalize machine learning models.
- Manage and secure machine learning solutions.