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Iris Flower Analysis and Machine Learning Models for Prediction


Click here to see the utilized dataset!

What is Iris?

Iris is a flowering plant genus of 310 accepted species with showy flowers. As well as being the scientific name, iris is also widely used as a common name for all Iris species, as well as some belonging to other closely related genera. A common name for some species is flags, while the plants of the subgenus Scorpiris are widely known as junos, particularly in horticulture. It is a popular garden flower. In this project; Versicolor, Virginica and Setosa were used

images


Used Python Libraries

  • Scikit-learn for cross validation, ML models, dataset and calculating mean squared error
  • Pandas for converting arrays into data frames and some operations
  • Matplotlib for data visualization
  • Seaborn for data visualization
  • Numpy for array-wise operations

Used Machine Learning Models

  • Linear Regression
  • Logistic Regression
  • Decision Tree
  • Support Vector Machines
  • Random Forest

Plots

sepal_length_start
petal
lr random_forest

pp

decision_tree