https://github.com/dostonshernazarov/diabetes_models
This repository projects for diabetes prediction using classical machine learning utilizing tools like Numpy, Pandas.
https://github.com/dostonshernazarov/diabetes_models
deel-learning machine-learning python
Last synced: 3 months ago
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This repository projects for diabetes prediction using classical machine learning utilizing tools like Numpy, Pandas.
- Host: GitHub
- URL: https://github.com/dostonshernazarov/diabetes_models
- Owner: dostonshernazarov
- Created: 2024-01-15T12:38:24.000Z (over 2 years ago)
- Default Branch: main
- Last Pushed: 2025-02-18T11:07:14.000Z (over 1 year ago)
- Last Synced: 2025-02-18T12:22:55.068Z (over 1 year ago)
- Topics: deel-learning, machine-learning, python
- Language: Jupyter Notebook
- Homepage:
- Size: 930 KB
- Stars: 1
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.md
Awesome Lists containing this project
README
# Machine Learning and Deep Learning Projects
## Overview
This repository contains various machine learning and deep learning projects. This project aims to predict diabetes based on various health indicators.
## Project Structure
- **Diabetes.ipynb/**: This file contains a project to predict diabetes using classical machine learning techniques.
## Diabetes
### Overview
This project aims to predict diabetes based on various health indicators. The project uses the following tools and libraries:
- **Numpy**: For numerical computations.
- **Pandas**: For data manipulation and analysis.
- **Matplotlib**: For data visualization.
- **KNeighborsClassifier**: For the initial machine learning model.
- **Cross-validation**: For improving the model's accuracy.
### Steps
1. **Data Preprocessing**:
- Load the dataset using Pandas.
- Clean and preprocess the data.
- Visualize the data using Matplotlib.
2. **Model Training**:
- Train a KNeighborsClassifier model.
- Achieve an initial accuracy of 0.68.
3. **Model Improvement**:
- Apply cross-validation to the model.
- Improve the accuracy to 0.77.
### Steps
1. Clone the repository:
```bash
git clone https://github.com/dostonshernazarov/Diabetes_models.git
cd Diabetes_models
```
2. Navigate to the project directory and run the Jupyter notebooks:
```bash
jupyter notebook
```