Classification of penguins living on different islands
The dataset used is the Palmer Penguin dataset(https://www.kaggle.com/parulpandey/palmer-archipelago-antarctica-penguin-data) from (Kaggle).
The 7 class labels are:
1. Species: penguin species (Chinstrap, Adélie, or Gentoo)
2. Island: island name (Dream, Torgersen, or Biscoe) in the Palmer Archipelago (Antarctica)
3. culmen_length_mm: culmen length (mm)
4. culmen_depth_mm: culmen depth (mm)
5. flipper_length_mm: flipper length (mm)
6. body_mass_g: body mass (g)
7.Sex: penguin sex
K-Nearest-Neighbour
The k-nearest neighbors (KNN) algorithm is a simple, easy-to-implement supervised machine learning algorithm that can be used to solve both classification and regression problems.The KNN algorithm assumes that similar things exist in close proximity.
Logistic Regression
Logistic Regression is a Machine Learning classification algorithm that is used to predict the probability of a categorical dependent variable. In logistic regression, the dependent variable is a binary variable that contains data coded as 1 (yes, success, etc.) or 0 (no, failure, etc.)
Implementing different models to achieve a higher accuracy score