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Table 2.3 (Continued)

Data Visualization To employ Uses support This paper presents
and Analysis with Machine Learning vector machine a website that offers
Machine Learning to give clear and models and different graphs,

for the USA’s up-to-date data Linear case analyses, trend
COVID-19 visualisations, Regression for predictions,
Prediction analysis, and prediction. chatbots, and
pertinent news frequently asked
MongoDB as the
stories for questions about
database.
COVID-19 cases COVID-19. The
in the United study compares the
Dataset are
States, in order to effectiveness of two
standardized
aid the general machine learning
using the
people in making methods, SVM and
StandardScaler
better use of LR, in predicting
from the sklearn
scientific data and COVID-19 cases.
Python package.
gaining deeper The website has a

understanding of Web system built user-friendly
the pandemic. using Angular. interface and aims
to help users gain a
better and clearer
understanding of

COVID-19 data. It
also assists users in
making informed
decisions during the
pandemic

Based on the related works, it demonstrates the wide range of applications
for machine learning algorithms and data analysis techniques in various

domains, web frameworks, programming language and data visualization.

These studies highlight the importance of accurate data collection,

preprocessing, feature selection, model building, and user-friendly interfaces
in achieving precise predictions and enabling data-driven decision-making.

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