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.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzQ4OTQ2MDAsIm5iZiI6MTczNDg5NDMwMCwicGF0aCI6Ii8xMjM1NzY4NjgvMjY2MDE3MzkwLTgxMjZiMTkwLWUxZTEtNDMzZi04M2VkLTBiYWVhOTFmM2RkMi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjQxMjIyJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI0MTIyMlQxOTA1MDBaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT01Mjg4YjM3Y2RlMjIwMjA3NjgxZGVjODk4NTZmY2E2MjUyMjRlMjM3ZjM3MmQxYWU5Njg1MzRlZjU4NDBhYmRlJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.8WWnfqc0Pni_AM15eVSC4lK5UfTEkaTFHXy0yY_xa4c)
Prediction Page
![image](https://private-user-images.githubusercontent.com/123576868/266017516-f5907a8e-9110-43ad-aa09-ddb6576c0618.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzQ4OTQ2MDAsIm5iZiI6MTczNDg5NDMwMCwicGF0aCI6Ii8xMjM1NzY4NjgvMjY2MDE3NTE2LWY1OTA3YThlLTkxMTAtNDNhZC1hYTA5LWRkYjY1NzZjMDYxOC5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjQxMjIyJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI0MTIyMlQxOTA1MDBaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT04ZTgwYWU5YjVjNDdjMTQ2NWIwZjI3OGMwMTkzMDdmNzcxNzNjMmQ2NDE0MDEyYTU1Yjg1Yzk4MWI0ZjczYWU1JlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.9gv8JrsKI7qHeUMb-5JnJ-KBobJegwhyhHKhZQ0C9HQ)
Giving the values
![image](https://private-user-images.githubusercontent.com/123576868/266017726-e0a32683-92a3-494d-b635-18a939e0ebc6.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzQ4OTQ2MDAsIm5iZiI6MTczNDg5NDMwMCwicGF0aCI6Ii8xMjM1NzY4NjgvMjY2MDE3NzI2LWUwYTMyNjgzLTkyYTMtNDk0ZC1iNjM1LTE4YTkzOWUwZWJjNi5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjQxMjIyJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI0MTIyMlQxOTA1MDBaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT05MjA4NzhlOWUxYTJkNDYyNmUzMWZiNTlmNzZmNjY4ZTZkNjYwNDc0ODUxMTk2NmNjM2MyNTMxYTY1ODBmZDBhJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.hr3DHaJdwbKPGG_azu6RIUy5IiRFwEa8wEQdKwBmtN8)
Output Page
![image](https://private-user-images.githubusercontent.com/123576868/266017813-86f26af4-02c0-41c3-93b9-541163236b90.png?jwt=eyJhbGciOiJIUzI1NiIsInR5cCI6IkpXVCJ9.eyJpc3MiOiJnaXRodWIuY29tIiwiYXVkIjoicmF3LmdpdGh1YnVzZXJjb250ZW50LmNvbSIsImtleSI6ImtleTUiLCJleHAiOjE3MzQ4OTQ2MDAsIm5iZiI6MTczNDg5NDMwMCwicGF0aCI6Ii8xMjM1NzY4NjgvMjY2MDE3ODEzLTg2ZjI2YWY0LTAyYzAtNDFjMy05M2I5LTU0MTE2MzIzNmI5MC5wbmc_WC1BbXotQWxnb3JpdGhtPUFXUzQtSE1BQy1TSEEyNTYmWC1BbXotQ3JlZGVudGlhbD1BS0lBVkNPRFlMU0E1M1BRSzRaQSUyRjIwMjQxMjIyJTJGdXMtZWFzdC0xJTJGczMlMkZhd3M0X3JlcXVlc3QmWC1BbXotRGF0ZT0yMDI0MTIyMlQxOTA1MDBaJlgtQW16LUV4cGlyZXM9MzAwJlgtQW16LVNpZ25hdHVyZT1iMTQxYTJlYjJkZDAyZjU5NDU0OTkyNjU3YzFlZGI3ZDEwZmJlOGZmYmM5MWJlN2ZhNzIyMThjNmMyMTMzY2JkJlgtQW16LVNpZ25lZEhlYWRlcnM9aG9zdCJ9.HjQ3HN5XMttTVd9cr2cHg6AEyPJFw9GAuBWqoq71r3o)