Technical focus: Foundation of AI

General AI

Lecture: Historical Introduction to Scientific Explanation Models
Lecture: Understanding Data

Data Exploration for Machine Learning

Tutorial: Understanding Data
Lecture: Exploratory Data Analysis
Lecture: Exploratory Data Analysis II
Tutorial: Exploratory Data Analysis
Lecture: Inference and Prediction
Tutorial: Inference and Prediction

Machine Learning Fundamentals

Lecture: Model Evaluation
Tutorial: Model Evaluation
Lecture: Model Fitting and Optimization
Practical: Model Fitting and Optimization

Decision Theory

Lecture: Decision Theory
Tutorial: Decision Theory
Lecture: Decision Networks
Tutorial: Decision Networks

More information

Click here for an overview of all lesson plans of the master human centred AI

Please visit the home page of the consortium HCAIM

Acknowledgements

The Human-Centered AI Masters programme was co-financed by the Connecting Europe Facility of the European Union Under Grant №CEF-TC-2020-1 Digital Skills 2020-EU-IA-0068.

The materials of this learning event are available under CC BY-NC-SA 4.0

The HCAIM consortium consists of three excellence centres, three SMEs and four Universities