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diabetes-onset-detection's Introduction

# About UCI Data :
This directory contain a data set prepared for the use of participants
for the 1994 AAAI Spring Symposium on Artificial Intelligence in Medicine.

* diabetes-data.tar.Z contains the distribution for 70 sets of data recorded
on diabetes patients (several weeks' to months' worth of glucose, insulin,
and lifestyle data per patient + a description of the problem domain).
Archived using tar and compressed.

Extract the data files from the archive.  On a Unix system, type
'tar xvf icu-data.tar'.  This will create a new directory named  ICU-Data
and extract all data files into that directory.  Very occasionally
this may not work; in that case try 'tar xvof' instead of 'tar xvf'.


# About Project:
### Deep Learning Grid Search

In this project, we will learn how to use the scikit-learn grid search capability.

We are going to learn the following topics:

* How to use Keras models in scikit-learn.
* How to use grid search in scikit-learn.
* How to tune batch size and training epochs.
* How to tune learning rate
* How to tune network weight initialization.
* How to tune activation functions.
* How to tune dropout regularization.
* How to tune the number of neurons in the hidden layer.

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