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Knowledge Discovery and Data Mining

This class was created by Brainscape user Lucas Peri. Visit their profile to learn more about the creator.

By: Lucas Peri
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Decks in this class (13)

Intro and Association Rules
Major data mining tasks 1,
What type of data do association ...,
What are association rules 3
17  cards
Supervised Learning
Informally what is the purpose of...,
The need for generalisation 2
2  cards
Naive Bayes
What topics are covered in the ou...,
What is the mathematical formula ...,
In bayesian classification what d...
5  cards
Decision Trees
What type of nodes are decision t...,
How do you classify a new example 2,
What are the basic ideas of decis...
4  cards
Classification Models
What is the motivation for learni...,
What are the two approaches to in...,
Define global interpretability 3
31  cards
Clustering
On a basic level how is clusterin...,
What are the two clustering algor...,
What are agglomerative algorithms 3
18  cards
Evaluating Classification Models
What is the most used evaluation ...,
What is k fold cross validation 2,
How do you judge the accuracy of ...
4  cards
Bias Variance Trade off and Inductive Bias
Reducing bias when having a large...,
Reduce variance having a large bi...,
What do machine learning algorith...
11  cards
Instance Based Learning
What is the assumption of inducti...,
What are the components of an ins...,
What is the distance function 3
10  cards
Ensembles
What is the main purpose of an en...,
How accuracy different for an ens...,
An error of 04 is equal to what a...
7  cards
Multi-Label Classification
What is the basic idea of multi c...,
Example class label different typ...,
What are the two approaches for m...
12  cards
Knowledge Discovery process
How can you reduce noise in data 1,
What is binning 2
2  cards
Attribute Selection and Imbalanced Classes
What are the two approaches that ...,
What is the filter approach 2,
What is the wrapper approach 3
11  cards

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Knowledge Discovery and Data Mining

  • Class purpose General learning

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