Penguin-Predictor

🔗 GitHub

Project Summary

This project will load the dataset, clean and prepare data, implement several supervised learning models, and pick the best model for the given dataset.

Dataset information

This project is based on a Kaggle dataset about 2020 Palmer Archipelago (Antarctica) penguins.

This data was originally published in:
Gorman KB, Williams TD, Fraser WR (2014) Ecological Sexual Dimorphism and Environmental Variability within a Community of Antarctic Penguins (Genus Pygoscelis). PLoS ONE 9(3): e90081. doi:10.1371/journal.pone.009008

Technologies Used

• Python
• Jupyter Notebooks
• Kaggle
• NumPy
• Pandas
• Matplotlib
• Seaborn
• SciPy
• Statsmodel

Website

Here’s the model deployed on a simple flask website:

Data Visualizations

Train and Model Selection

Notes

View the data preparation, data visualizatin, and model selection.