Interactive Exploratory Data Analysis (EDA) Dashboard: Advanced Security, Auto-ML, and Data Storytelling
Author : D. Aashish, Ch. Sai Sri Saran and N. Senthamilarasi
Abstract :
This paper introduces us to a new age technological advancement in the field of healthcare with AI by developing an embedded system comprising of healthcare tools with a dashboard that works based on various modules embedded for its effective working like GPT-based transformers, Langchain, scikit-learn for Auto-ML, Exploratory Data Analysis, NLP for identifying the medical parameters, OCR technology etc. The healthcare tools contain the organ based disease diagnosing system that diagnoses the condition of the impact region and predicts the possible condition of the organ, Medical PDF reports analyser, CSV file analyser and a healthcare chatbot for regular common questions posed by the patients and a dashboard that provides us a comparative visual representation of the actual level of various healthcare parameters like (Blood pressure, allergy levels etc.) in patients versus its normal levels where it should exist. The dashboard presents data through engaging visualizations such as scatter plots and donut charts. The dashboard also contains interactive widgets that are in the colour according to the deviation in the level of parameters or KPI’s in the patient. Its colour coded based on four colours red, amber, yellow and green. The dashboard also provides us recommendation for workouts, dietary changes, precautions to be taken, medications that can be taken and how to bring the levels under control based on each parameter level analysis. Keywords-Auto-ML, GPT-Based Transformers, OCR Technology, scikit-learn, Exploratory Data Analysis, NLP, healthcare tools, Dashboard.
Keywords :
EDA Dashboard, Advanced Security, Auto-ML, Technological Advancement etc.
