/penguins-classification-dashboard

Dashboard Featuring Data Vizualization and Classifier Model Predictions. Implemented using Plotly Dash. A Project for Data Visualization Course during ITI AI-Pro.

Primary LanguageJupyter NotebookApache License 2.0Apache-2.0

Penguins Classification and Vizualization Dashboard

Dashboard Featuring Data Vizualization and Classifier Model Predictions. Implemented using Plotly Dash. A Project for Data Visualization Course during ITI AI-Pro.

Palmer Penguins Image

Dataset

  • Palmer Archipelago (Antarctica) Penguins, Kaggle

Process Workflow

  • Data Exploration
  • Data Preparation
  • Model Selection
  • Dashboard Layout Desgin
  • Design Interactivity
  • Dashboard Implementation
  • Heroku Deployment

Project Structure

DashboardProject
├── assets
│   ├── data
│   │   ├── penguins_cleaned.csv
│   │   ├── penguins_size.csv
│   │   ├── train_minmax.csv
│   │   ├── train_none.csv
│   │   ├── train_robust.csv
│   │   ├── train_std.csv
│   │   ├── valid_minmax.csv
│   │   ├── valid_none.csv
│   │   ├── valid_robust.csv
│   │   └── valid_std.csv
│   ├── fonts
│   │   ├── Mina
│   │   │   ├── Mina-Bold.ttf
│   │   │   └── Mina-Regular.ttf
│   │   └── Quattrocento_Sans
│   │       ├── QuattrocentoSans-BoldItalic.ttf
│   │       ├── QuattrocentoSans-Bold.ttf
│   │       ├── QuattrocentoSans-Italic.ttf
│   │       └── QuattrocentoSans-Regular.ttf
│   ├── imgs
│   │   └── penguins.png
│   └── styles.css
├── main.py
└── README.md

Deployed Version

Check the Live Dashboard on Render

Team Members