selfDoc-Your own Doc
Unlocking the Future of Healthcare: Advanced Disease Prediction and Personalized Doctor Recommendations Powered by Django
Created on 16th July 2023
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selfDoc-Your own Doc
Unlocking the Future of Healthcare: Advanced Disease Prediction and Personalized Doctor Recommendations Powered by Django
The problem selfDoc-Your own Doc solves
Early Detection and Early diagnosis: Our disease prediction system utilizes advanced algorithms to identify potential health risks before symptoms manifest, enabling early intervention and improved outcomes
Time and Resource Optimization: By leveraging Django's efficient framework, our solution streamlines the healthcare process, saving valuable time for both patients and doctors, and optimizing healthcare resources.
Challenges we ran into
Data quality:It is quite a tedious task to get the correct dataset about the symptons and its relative diseases.Thanks to kaggle we find a correct data-set for this
Model selection:Picking up a valid ML model is not a cherry-pick in this context.A correct model predicts correct disease based on the symptons given by the user.Thanks to the accuracy_score of the models.A higher percentage means the model can work upto some extent in this ccontext
Integration Complexity: Integrating the prediction and recommendation system seamlessly within the Django framework was a complex task. We needed to ensure smooth data flow, maintain system responsiveness, and handle potential bottlenecks as the user base grows.Thanks to the DBMS and the UML Diagram.
Technologies used