Künstliche Intelligenz: AWS Certified Machine Learning – Specialty

Diese Weiterbildung inkl. Zertifizierung bildet folgende Themen im Bereich AI und Machine Learning ab:

Domain 1: Data Engineering

• Create data repositories for machine learning
• Identify and implement a data ingestion solution
• Identify and implement a data transformation solution

Domain 2: Exploratory Data Analysis

• Sanitize and prepare data for modeling
• Perform feature engineering
• Analyze and visualize data for machine learning

Domain 3: Modeling

• Frame business problems as machine learning problems
• Select the appropriate model(s) for a given machine learning problem
• Train machine learning models
• Perform hyperparameter optimization. · Regularization o Drop out o L1/L2
• Evaluate machine learning models

Domain 4: Machine Learning Implementation and Operations

• Build machine learning solutions for performance, availability, scalability, resiliency, and fault tolerance
• Recommend and implement the appropriate machine learning services and features for a given problem
• Apply basic AWS security practices to machine learning solutions
• Deploy and operationalize machine learning solutions