GameOfAlgo

This repository is a collection of supervised and unsupervised machine learning implementations demonstrating practical applications in data-driven systems.

⭐️ Features

Category	Algorithm	Objective	Notebook
Supervised Learning	Linear Regression	Predict continuous values using feature relationships	linear-regression.ipynb
Supervised Learning	Decision Tree	Perform classification on diabetes dataset	decision-tree.ipynb
Unsupervised Learning	K-Means Clustering	Group similar data points into clusters	k-means.ipynb
Unsupervised Learning	DBSCAN	Detect clusters and noise based on density	dbscan.ipynb

🔗 Dataset - helpful for exploring ML workflows.

⭐️ Getting Started

1. Clone the repository

git clone https://github.com/your-username/GameOfAlgo.git
cd GameOfAlgo

2. Install dependencies

pip install numpy pandas scikit-learn matplotlib seaborn jupyter

3. Launch jupyter notebook

jupyter notebook

⭐️ Repository Structure

GameOfAlgo/
│── supervised-learning/          
│ ├── decision-tree.ipynb          #classification jupyter Notebook
│ ├── linear-regression.ipynb    #Predictor jupyter Notebook
│ └── diabetes_dataset.csv       #Project dataset
│
│── unsupervised-learning/
│ ├── dbscan.ipynb                  #Cluster Algo jupyter Notebook
│ └── k-means.ipynb                #Mean finding jupyter Notebook
│
│── LICENSE                           
└── README.md                      #Project Documentation

⭐️ Contributing

Contributions, suggestions, and feedback are welcome!

Refer to the guidelines.

Feel free to fork this repo and create a pull request.