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pattern_recognition_idu's Introduction

Introduction

The codes are aolutions to assignments for a course at Izmir Democracy University.

The Codes

PCA&LDA_on_IRIS_dataset.ipynb:

  • The code builds two classes; Principle Component Analysis class and Linear Disciminant Analysis class as two demintionality reduction methods.
  • The methods are applied on the popular IRIS dataset.

Clustering Toy Data

  • The code includes three different clustering algorithms; k-means, single linkage, and complete linkage.
  • The algorithms are tried for different cluster numbers (k).
  • The algorithms are tried for 2-dimensional data in the clustering_toy_data.csv.
  • The verifying dataset 'clustering_toy_data.csv' is in the 'data' folder.
  • The code includes comments on the results.

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