Machine Learning Algorithms Quiz

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11 Questions

What is the primary attribute selection criterion used in the C4.5 decision tree algorithm?

Information Gain

Which algorithm is known for its assumption of independence among attributes when making classification decisions?

Naïve Bayes

In the context of decision trees, what aspect is emphasized by the repeated mention of 'Attribute Selection Information Gain'?

The emphasis on measuring the predictive power of an attribute

Qual es le nomine del algorithmo que assume independantia inter le attributos in le decisiones de classification?

Algorithmus Naïve Bayes

Qual es le criterio principal de selection de attributo usate in le algorithmo de arbores de decision C4.5?

Information Gain de Selection de Atributo

In le contexto del arbores de decisiones, qual aspecto se accentua per le mention repetitionate de 'Information Gain de Selection de Atributo'?

Reduction de Entropia

In the context of data preprocessing, which technique is used to ensure that all variables have the same scale?

Z-Score Normalization (Standard Scaler)

What is the process called where irrelevant or noisy data is detected and removed from a dataset?

Data Cleaning: Inconsistent Data

Which technique is used in data transformation to scale each input variable separately by the range of that variable?

Data Transformation Min-Max Normalization (MinMax Scaler)

What is the term for the process of combining data from multiple sources into a coherent data store?

Data Integration

Which method is used in data reduction to select a subset of relevant features for use in model construction?

Data Reduction: Feature Selection

Test your knowledge of machine learning algorithms with this quiz, which covers topics such as Naïve Bayes, Decision Tree Algorithm (C4.5), and Attribute Selection Information Gain.

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