The AWS Certified Machine Learning Specialty certificate is intended for programmers, data scientists, and other candidates passionate about machine learning who want to learn how to use the benefits of artificial intelligence capabilities on the AWS platform. The training process necessary for obtaining this certification helps examinees develop the right skills to build, train, and deploy machine learning models using advanced AWS Cloud services. Candidates can achieve this certificate by obtaining the passing score in MLS-C01 exam. Even though this test doesn't have any mandatory requirements, the vendor recommends that candidates should have previous knowledge of certain topics. A successful applicant is one who has between 1 to 2 years of practical experience in developing, running and architecting ML and deep learning workloads on the AWS Cloud. Also, it would be helpful if the candidate would have prior experience performing basic hyperparameter optimization and know how to follow model-training and operational best practices.
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The Amazon MLS-C01 exam is targeted at those individuals who are tasked with performing the data science or development role. It provides that the candidates can design, deploy, implement, and maintain ML or machine learning solutions for given business problems.
| Section | Weight | Objectives |
|---|---|---|
| Machine Learning Implementation and Operations | 20% | - CI/CD for ML workflows - ML pipeline deployment on AWS - Model monitoring and maintenance - Amazon SageMaker usage and operations |
| Data Engineering | 20% | - Data storage and data ingestion - Data preprocessing and transformation - Feature engineering pipelines |
| Exploratory Data Analysis (EDA) | 24% | - Data visualization and statistical analysis - Data quality assessment - Feature correlation and selection |
| Modeling | 36% | - Supervised and unsupervised learning - Hyperparameter tuning - Deep learning concepts - Algorithm selection and evaluation |
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