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Healthcare AIDisease PredictionNLPDeep Learning

PharmX AI

Healthcare Intelligence & Prediction System

A comprehensive multi-model AI healthcare system covering disease prediction from vitals, NLP-based disease detection from text, hospital severity estimation, outbreak risk classification, and deep learning medicine demand forecasting — all integrated into a unified Streamlit dashboard with rich Plotly visualizations.

Type
AI / ML Platform
Category
AI & Machine Learning
Year
2025
Stack
Python · Streamlit
At a Glance
6
Prediction modules
XGBoost
Best performing model
DL
Sales forecasting
9
Training notebooks
What's Built

Key features & capabilities.

01

Disease prediction from patient vitals using XGBoost (best of 6 evaluated algorithms)

02

NLP disease detection from free-text input using TF-IDF + ML pipeline

03

Hospital severity estimation and outbreak risk classification

04

Deep learning ANN for medicine demand and pharmacy sales forecasting

05

Full 9-notebook EDA → feature engineering → training pipeline

06

Rich interactive Plotly visualizations throughout

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