项目作者: kartikeyab

项目描述 :
Predicting diabetes in women using diagnostic features
高级语言: Python
项目地址: git://github.com/kartikeyab/Predicting-the-onset-of-Diabetes.git
创建时间: 2018-03-29T12:52:29Z
项目社区:https://github.com/kartikeyab/Predicting-the-onset-of-Diabetes

开源协议:MIT License

下载


Predicting the onset of Diabetes

Using a Neural Network to predict diabetes in women using diagnostic features . I used Keras for the building the Neural Network. Added
Dropout layers to avoid overfitting.
The kaggle dataset that i used is - https://www.kaggle.com/uciml/pima-indians-diabetes-database

The neural network that I have built is 5 layered . The performance on the test set was around 80.1% initially when i did not use dropout layers . After adding the dropout layers, accuracy increased to around 86% . Probably because it was overfitting and not perfoming that well on the test set when dropout was not used.

Will update this with a Sci-Kit version soon !