Machine Learning BasicsIntroduces the basics of machine learning, covering supervised and unsupervised learning, linear regression, and data understanding.
Urban Metabolism AnalysisExplores systemic environmental assessment, national material flow analysis, and urban metabolism dashboard development for Zurich using open data.
Decision Trees: ClassificationExplores decision trees for classification, entropy, information gain, one-hot encoding, hyperparameter optimization, and random forests.