Interpretability Samenvattingen, Aantekeningen en Examens

What is PCA? (5 key points) Principal Component Analysis is a statistical technique used for dimensionality reduction, crucial when dealing with high-dimensional data in machine learning. It works by transforming original variables into new ones, called principal components, which are linear combinations of the original variables. Key Points: 1. Principal Components: Principal components are the directions in the data that maximize variance. The first principal component captures the most...

This document contains notes and summaries covering the content of the course Human-Centered Machine Learning within the Artificial Intelligence Master at Utrecht University. It is divided into two parts: Explainability and Fairness. It covers the following topics: - intro to XAI - interpretable models - model agnostic interpretability methods - neural network interpretability - intro to FAI - measuring fairness - interventions & making fair systems

- Important to limit the number of factors in the model for 2 reasons: o Overfitting – When the number of factors is close to or larger than the number of data points the model might fit too closely to random effects o Simplicity – on aggregate simple models are better than complex ones. Using less factors means that less data is required and the is a smaller chance of including insignificant factors. Interpretability is also crucial. Some factors are even illegal to use such as race a...

Whichtwophrasesrepresenttheviewsofglobalization?Choo setwoanswers. Apendulum thatswingsfrom oneextremetoanother Acompetitionamongkeyfinancialcentersandmarkets c. Acontinuingforceswee pingthroughtheworld d. Anunplann edresultofcorporateresponsestoavarietyof opportunities e. Atradingofgoo dsandservicesbetwee nthemostandleast regulatedcountries 2. Whataretwotradebarriers?Choosetwoanswers. Nontariffs b. Foreignlanguages c. Theocean Tariffs e. Shipp ing 3. Whatistheeffectoftariffonaparticular...

This document contains notes and summaries covering the content of the course Human-Centered Machine Learning within the Artificial Intelligence Master at Utrecht University. It covers the following topics: - intro to XAI - interpretable models - model agnostic interpretability methods - neural network interpretability

WGU C211 Global Economics for Managers (OA) Exam Questions And Answers 2023/2024 graded A+ 1. Which two phrases represent the views of globalization? Choose two answers. a. A pendulum that swings from one extreme to another b. A competition among key financial centers and markets c. A continuing force sweeping through the world d. An unplanned result of corporate responses to a variety of opportunities e. A trading of goods and services between the most and least regulated...

What are the defining characteristics of open data? data that is free to use with no cost and no restrictions What is the principle of informed consent in research? Potential research participants have to be given enough information about the goals, methods, and applications of the research project so they can decide whether they want to participate. Self-generated data refers to what practice? programming computers to engage with themselves to create their own training data ...

Data preparation Time - Answer data preparation 80%, and everything else falls into about 20% GIGO - Answer garbage in, garbage out. That's a truism from computer science. The information you're going to get from your analysis is only as good as the information that you put into it Upside to In-house data - Answer It's the fastest way to start., you may actually be able to talk with the people who gathered the data in the first place. Downside to In-house data - Answer if it was an a...

Data preparation Time data preparation 80%, and everything else falls into about 20% GIGO garbage in, garbage out. That's a truism from computer science. The information you're going to get from your analysis is only as good as the information that you put into it Upside to In-house data It's the fastest way to start., you may actually be able to talk with the people who gathered the data in the first place. Downside to In-house data if it was an ad-hoc project, it ma...

C211 Global Economics for Managers (OA) a. b. a. d. a. d. c. d. b. a. b. 1. Whichtwophrasesrepresenttheviewsofglobalization?Choo setwoanswers. Apendulum thatswingsfrom oneextremetoanother Acompetitionamongkeyfinancialcentersandmarkets c. Acontinuingforceswee pingthroughtheworld d. Anunplann edresultofcorporateresponsestoavarietyof opportunities e. Atradingofgoo dsandservicesbetwee nthemostandleast regulatedcountries 2. Whataretwotradebarriers?Choosetwoanswers. Nontariffs b. Fore...