Concept

Decision analysis

Related lectures (32)

Explores optimization in energy system modeling, covering decision variables, objective functions, and different strategies with their pros and cons.

Ethics and Law of AI

Delves into ethics and law in AI, focusing on values, normative ambitions, and ethical challenges.

Compilation and C++ Basics

Covers the basics of compilation and C++ programming, including variables, functions, loops, and debugging.

Linear Classification Models: From Binary to Multiclass

Explores the extension of linear classifiers to handle multiclass problems and compares their performance on various datasets.

Support Vector Machines: Basics and Applications

Covers the basics of support vector machines, logistic regression, decision boundaries, and the k-Nearest Neighbors algorithm.

Cost-Benefit Analysis: Decision Making Insights

Explores decision-making processes, including weighing costs and benefits, cues following, and the limitations of cost-benefit analysis.

Raising & Managing Money: Summary

Explores venture financing stages, funding analysis, sources, and burn rate importance.

Linear Classification: Signed Distance and Perceptron

Explores signed distance, perceptron, logistic regression, cross entropy, and multi-class classification.

Linear Models & k-NN

Covers linear models, logistic regression, decision boundaries, k-NN, and practical applications in authorship attribution and image data analysis.

Structured Classifications: Decision Trees and Boosting

Explores decision trees, overfitting elimination, boosting techniques, and their practical applications in predictive modeling.

Binary Classification by Regression: Decision Functions and Cost Functions

Explores binary classification by regression, decision functions, and various cost functions.

Social Impact of Infrastructure Projects

Delves into the social impact of infrastructure projects on children and cultural heritage, using real-world examples to illustrate the challenges and importance of early consideration of social criteria.