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Data-Mining-Algorithms

Data Mining Algorithms

Some of the Data Mining algorithms like Apriori, K Means, Decision Trees etc, without using any ML libraries like Scikit-Learn

Algorithms

1. Decision Tree Classifier

A Simple Classification algorithm using Decision Trees using Entropy

2. Gini Index for Decision Tree Classifier

Decision Tree algorithm using Gini Index

3. Association Rules - Apriori

Gives the Most Frequent Item Sets from the given dataset.

4. Association Rules - Partition

Here the given data is divided into n parts and then apriori algorithm is applied onto the it. Later the frequent sets are combined together and then a frequent set is generated from it.

5. Clustering - K Medoids

Simple Clustering Algorithm using K - Medoids

6. Clustering - K Means

Clustering using K-Means algorithm