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
Die Weiterbildung der Akademie Überlingen wird von erfahrenen, praxisnahen Dozenten live unterrichtet.