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Ethics and Law of AIDelves into ethics and law in AI, focusing on values, normative ambitions, and ethical challenges.
Optimisation in Energy SystemsExplores optimization in energy system modeling, covering decision variables, objective functions, and different strategies with their pros and cons.
Maximum Likelihood EstimationCovers Maximum Likelihood Estimation, focusing on ML Estimation-Distribution, Shrinkage Estimation, and Loss functions.
Decision and regression treesExplores decision and regression trees, impurity measures, learning algorithms, and implementations, including conditional inference trees and tree pruning.
Actor Failure HandlingCovers failure handling in asynchronous systems using the Actor Model and discusses supervision, resilience, and actor lifecycle.