Files associated with my Linear Discriminant Analysis machine learning project
This work is licensed under a Creative Commons Attribution 2.0 Generic License.
The objective is to develop a model that predicts based on diagnostic measurements whether a patient has diabetes.
Contents
• Objective
• Description of Diabetes Dataset
• Importing Libraries
• Loading Data
• Replacing '0' values with NaN in Glucose, BloodPressure, SkinThickness, Insulin and BMI colums
• Counting the number of null values
• Imputing missing values using Multiple Imputation by Chained Equations(MICE)
• Splitting the data into train and test set using Twinning technique
• Fitting a model using Linear Discriminant Analysis
• Using the model to predict diabetes using test dataset
• Model evaluation and accuracy