ML Project - Diabetes Prediction using python , flask , Jupyter Notebook and deployment in AWS.
Learning Objective -
The following points were the objective of the project (The main intention was to create an end-to-end ML project.)
Data gathering
Descriptive Analysis
Data Visualizations
Data Preprocessing
Data Modelling
Model Evaluation
Model Deployment
Home Page
![image](https://private-user-images.githubusercontent.com/123576868/266017390-8126b190-e1e1-433f-83ed-0baea91f3dd2.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MjI0MjYyMzcsIm5iZiI6MTcyMjQyNTkzNywicGF0aCI6Ii8xMjM1NzY4NjgvMjY2MDE3MzkwLTgxMjZiMTkwLWUxZTEtNDMzZi04M2VkLTBiYWVhOTFmM2RkMi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjQwNzMxJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI0MDczMVQxMTM4NTdaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1mNmE5OGQwMTZhMmYxNWI4MTUxYjhhNzcwNGQxZTRmZTgyMjNmOTE0OGE1NGExYTY5ZTE2YzBmYmFlNjcyM2ViJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCZhY3Rvcl9pZD0wJmtleV9pZD0wJnJlcG9faWQ9MCJ9.7CJiaMMFGAOhhAkBCsqi5J5saTvpXryexoJqqztNz0g)
Prediction Page
![image](https://private-user-images.githubusercontent.com/123576868/266017516-f5907a8e-9110-43ad-aa09-ddb6576c0618.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MjI0MjYyMzcsIm5iZiI6MTcyMjQyNTkzNywicGF0aCI6Ii8xMjM1NzY4NjgvMjY2MDE3NTE2LWY1OTA3YThlLTkxMTAtNDNhZC1hYTA5LWRkYjY1NzZjMDYxOC5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjQwNzMxJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI0MDczMVQxMTM4NTdaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT04YmIwNzBmMDQyZTY3YTBhMWZmMTQ4NDg2ZDFkZTEwZTIyMWViMTQ2ZjE1ZmNmYzc1MDVjNmYyNjEyY2U4Nzc0JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCZhY3Rvcl9pZD0wJmtleV9pZD0wJnJlcG9faWQ9MCJ9.wJ7uxFEDTbdGzUjIFWnOnbtGVtZvn1n8Mpg9gAKyX7M)
Giving the values
![image](https://private-user-images.githubusercontent.com/123576868/266017726-e0a32683-92a3-494d-b635-18a939e0ebc6.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MjI0MjYyMzcsIm5iZiI6MTcyMjQyNTkzNywicGF0aCI6Ii8xMjM1NzY4NjgvMjY2MDE3NzI2LWUwYTMyNjgzLTkyYTMtNDk0ZC1iNjM1LTE4YTkzOWUwZWJjNi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjQwNzMxJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI0MDczMVQxMTM4NTdaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT0wNjgwNTFjM2I3MjRjYTM2YzM5ZjRjYzJhYjhlYTRkMTU1YzhhMGMyNGVjMmIzM2FkM2JhZmU1OTQ5ZjQyMTk3JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCZhY3Rvcl9pZD0wJmtleV9pZD0wJnJlcG9faWQ9MCJ9.9RDoLpWF494tW42-pvWnwe0xFu9jiXI9PVmSDdQOLXY)
Output Page
![image](https://private-user-images.githubusercontent.com/123576868/266017813-86f26af4-02c0-41c3-93b9-541163236b90.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MjI0MjYyMzcsIm5iZiI6MTcyMjQyNTkzNywicGF0aCI6Ii8xMjM1NzY4NjgvMjY2MDE3ODEzLTg2ZjI2YWY0LTAyYzAtNDFjMy05M2I5LTU0MTE2MzIzNmI5MC5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjQwNzMxJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI0MDczMVQxMTM4NTdaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1lYTMzMTdjODJkMGRhYWUxZDdkODRlYjkwYTViY2FjZTA1MTkyNmU4YTkwZGU4NmZkYjM1MjZmNTdjNjVjYjNlJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCZhY3Rvcl9pZD0wJmtleV9pZD0wJnJlcG9faWQ9MCJ9.w0he8X3MoQuaIZHfvCm3csrHI4KoSysNcf6v27RwETs)