🦸 Build a Superhero Prediction Model Using Python
Ever wondered which superhero matches your traits the best? Let’s build a Python project that predicts which superhero you're most like based on your strength, intelligence, speed, agility, and durability. It’s a fun and practical machine learning exercise! 🚀
🌟 Project Overview
In this project, we'll:
- Create a dataset of superhero attributes.
- Train a machine learning model to classify superheroes based on their characteristics.
- Allow users to input their own traits and get matched with a superhero.
🛠️ Tech Stack:
- Python 🐍
- Pandas for data manipulation
- Scikit-learn for model building and prediction
- Logistic Regression for classification
- CSV for handling the superhero dataset
📑 Project Steps
- Setup the Superhero Dataset: We’ll use a CSV file to store our superheroes and their respective traits.
- Train the Machine Learning Model: We'll use Logistic Regression to classify superheroes based on their attributes.
- User Input: Let users input their own characteristics and predict their superhero match!
🦸♂️ Superhero Dataset
We'll create a CSV file containing a list of superheroes and their attributes: strength, intelligence, speed, agility, and durability. Here’s an example dataset:
| Strength | Intelligence | Speed | Agility | Durability | Superhero |
|---|---|---|---|---|---|
| 8 | 7 | 6 | 5 | 9 | Superman |
| 5 | 9 | 4 | 7 | 6 | Batman |
| 6 | 6 | 9 | 8 | 5 | Flash |
| 7 | 8 | 5 | 6 | 7 | Wonder Woman |
| 9 | 5 | 7 | 6 | 8 | Thor |
| 4 | 10 | 3 | 9 | 4 | Iron Man |
| 7 | 6 | 8 | 7 | 6 | Spider-Man |
You can create your own dataset using this template!
Visit my Github for complete code
Feel to inform about your queries, suggestions and futher development ideas and do aupport this project by like ♥️ the project for effort put by the dev.
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