https://github.com/osama24680/stroke-prediction-alx-ais3-s1e

Stroke Prediction
https://github.com/osama24680/stroke-prediction-alx-ais3-s1e

Last synced: 3 days ago
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Stroke Prediction

• Host: GitHub
• URL: https://github.com/osama24680/stroke-prediction-alx-ais3-s1e
• Owner: osama24680
• Created: 2024-10-27T19:35:25.000Z (23 days ago)
• Default Branch: main
• Last Pushed: 2024-10-27T22:19:28.000Z (23 days ago)
• Last Synced: 2024-10-27T23:36:57.529Z (23 days ago)
• Language: Jupyter Notebook
• Homepage:
• Size: 2.65 MB
• Stars: 1
• Watchers: 1
• Forks: 1
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

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README

        
# 🩺 Stroke Prediction Notebook 🚀

Welcome to our notebook on the **Prediction of Strokes**! This project aims to analyze and predict the risk of stroke occurrences using machine learning, aiding in early diagnosis and preventive healthcare measures. Stroke, a serious medical condition, is among the leading causes of death globally, accounting for approximately 11% of total deaths worldwide according to the **World Health Organization (WHO)**.

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## 🌟 Project Description

Stroke can have life-altering consequences. Early detection of potential stroke cases is critical for timely intervention and improved health outcomes. Using a dataset with various health and lifestyle parameters, we employ machine learning models to predict the likelihood of a stroke occurrence. Features analyzed include:

- **Patient Demographics:** Gender, age, smoking status

- **Health Conditions:** Diabetes, hypertension, heart conditions

- **Lifestyle Factors:** Physical activity, smoking status

Join us as we uncover insights from this data and contribute to stroke prevention and awareness efforts. 💊💡

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## 👥 Team Members

| Team Member      | Role                    | GitHub Profile                           |

| ---------------- | ----------------------- | ---------------------------------------- |

| **Kareem Abdelfattah Mostafa**   | Data Analysis         | [GitHub Profile](https://github.com/Kareemelsalhy) |

| **Mayar Magdy Morkos**   | Data Analysis | [GitHub Profile](https://github.com/M297M) |

| **Osama Mohamed Megahed**   |Data Preprocessing          | [GitHub Profile](https://github.com/osama24680) |

| **Ahmed Hesham Moahmed**   | Machine Learning      | [GitHub Profile](https://github.com/Ahmedhesham2232) |

| **Ebrahem Ragab Moahmed**   | Deep Learning         | [GitHub Profile](https://github.com/Ebraheem-zydan) |

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## 🎨 Features & Visualizations

### Key Features

- **Data Analysis and Visualization:** Comprehensive visualizations to understand the correlation between health parameters and stroke risks.

- **Preprocessing Pipeline:** Data cleaning, scaling, and transformation techniques for high-quality inputs.

- **Predictive Modeling:** Use of algorithms like logistic regression, decision trees, and neural networks for stroke risk prediction.

- **Interactive Dashboard (Future Scope):** A user-friendly interface for healthcare professionals to input patient data and view predictions.

### Visualizations

- **Correlation Heatmaps** to visualize relationships between features.

- **Distribution Plots** of high-risk factors by demographics.

- **ROC Curves & AUC Scores** for model performance.

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## 🚀 Getting Started

### Installation

 **Clone the repository:**

   ```bash

   git clone https://github.com/osama24680/Stroke-Prediction-ALX-AIS3-S1e