LECTURE MATERIAL

Artificial Intelligence 2022.09.28

Data preprocessing

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Lecture-7-2-Data-preprocessing.pdf
Artificial Intelligence 2022.06.08

Association rule mining

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Lecture-13-1-Association-rule-mining.pdf
Artificial Intelligence 2022.06.08

Linear SVM

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Lecture-7-1-Linear-SVM.pdf
Artificial Intelligence 2022.05.03

Clustering

[Lecture 12] Clustering

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Lecture-12-1-Clustering.pdf
Artificial Intelligence 2022.04.28

Performance evaluation

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Lecture-5-Classification-evaluation.pdf
Artificial Intelligence 2022.03.02

Artificial neural network

[Lecture 7-1] Artificial neural network

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Lecture-7-1-Artificial-neural-network.pdf
Artificial Intelligence 2022.03.02

Ensemble and Random forest

[Lecture 5-1] Ensemble and Random forest

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Lecture-5-1-Ensemble_Random-forest.pdf
Artificial Intelligence 2022.03.02

Decision tree

[Lecture 4-2] Decision tree

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Lecture-4-2-Decision-tree.pdf
Artificial Intelligence 2022.03.02

Logistic regression

[Lecture 4] Logistic regression

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Lecture-4-Logistic-regression.pdf
Artificial Intelligence 2022.03.02

Linear regression_Gradient descent

[Lecture 3-2] Linear regression_gradient descent, Performance evaluation, Sample code review

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Lecture-3-2-Linear-regression_gradient-descent.pdf