SlideShare a Scribd company logo
Dissertation on Computer
Science: Machine Learning
Algorithm to Predict Covid'19
An Academic presentation by
Dr. Nancy Agnes, Head, Technical Operations, Phdassistance
Group  www.phdassistance.com
Email: info@phdassistance.com
Today's Discussion
Introduction
Machine Learning and Covid-19
Prediction and Forecasting Strategies
Forecasting
Conclusion
Artificial intelligence and data science play a vital role
in the health-care business in this era of automation.
Medical practitioners may simply manage their
duties and patient care since these technologies is so
well-connected.
Dependence on automated systems such as AI has
increased in healthcare services.
Diagnostic procedures and treatments are now being
greatly assisted by Machine Learning.
INTRODUCTION
Contd...
Not just in medicine, but also in all other fields, MLs play a great role.
In the healthcare, both cutting down time, and accurate diagnosis are life saving,
and MLs enable that possible.
If the therapy has a high incidence of mistake, it may result in several fatalities.
As a result, scientists have begun to use artificial intelligence applications in
medical therapy.
The work is difficult because the researchers must select the appropriate tool: it is
a life or death situation.
Contd...
PhD Assistance develop ML algorithms using
Python, Hadoop framework and many more to
both secure access control in Networking
platforms.
Hiring our experts, you are assured with quality
and on-time delivery.
ML sets a new standard in the sphere of health
care with this work.
Large datasets are analyzed and predicted using
machine learning techniques.
Contd...
These machine learning methods are utilized to categorize samples into
treatment groups and detect illness signs.
Hospitals may use machine learning to keep administrative operations
running smoothly and cure infectious diseases.
ML methods have previously been used to treat cancer, pneumonia,
diabetes, Parkinson's disease, arthritis, neuromuscular disorders, and a
variety of other diseases; in prediction and forecasting, they provide more
than 90% accuracy.
MACHINE LEARNING AND COVID-19
COVID-19 is a terrible pandemic illness that has claimed
the lives of countless individuals all over the world.
This virus has no known therapy.
Based on symptoms described by the WHO and CDC,
machine learning techniques have been applied to predict
whether individuals are infected with the virus.
On the basis of x-ray pictures, ML is also used to
diagnose the illness.
Contd...
Patients' chest scans, for example, can be utilized to determine
whether they are infected with COVID-19.
Furthermore, ML can detect social distance; with this technique, we can
keep ourselves secure from COVID-19.
PhD Assistance experts has experience in handling dissertation and
assignment in computer science research with assured 2:1 distinction. 
Talk to Experts Now 
Contd...
PREDICTION AND FORECASTING
STRATEGIES
To anticipate and forecast future occurrences, several
machine learning approaches are utilized.
Support vector machines, linear regression, logistic
regression, naive Bayes, decision trees (random forest
and ETC), K-nearest neighbor, and neural networks are
some of the machine learning approaches used for
prediction (multilayer perceptron).
Similarly, the naive approach, moving average,
simple exponential smoothing, Holt's linear trend
model, Holt-Winters model, Seasonal
Autoregressive Integrated Moving Average
Exxogenous Model (SARIMAX), and
Autoregressive Integrated Moving Average Model
are some ML techniques used to forecast future
events (ARIMA).
Each approach has its own characteristics and is
utilised in a different way depending on the
accuracy results.
Contd...
Time series analysis, which is an essential element of ML, may be utilised
for predicting using ML.
It's a form of univariate regression in which only one input factor
(independent feature), time, is used to anticipate the target feature
(dependent feature).
PhD Assistance has vast experience in developing dissertation research
topics for students pursuing the UK dissertation in computer science. 
Order Now
FORECASTING
Benefits of ML It's used to predict future event values,
and it's very useful for predicting the occurrence of
respiratory illnesses like COVID-19.
Positive instances are rising on a daily basis, thus it's
important to estimate if the current ratio of increasing
cases will continue based on previous data.
It is beneficial to the government because, based on the
prognosis, it can organize resources to prevent illness
transmission and act in the future so that the infection's
growth rate slows and fewer people are affected.
Contd...
Forecast values cannot be guaranteed because they are entirely dependent on
historical patterns.
This projected approximation of occurrences, on the other hand, may aid authorities in
assessing future resource planning in the case of a pandemic, such as COVID-19.
Contd...
CONCLUSION
The COVID-19 epidemic has spread across the world.
Scientists have made every attempt to discover a cure;
according to statements from the US and India, several
vaccinations have been developed and are now being
tested.
Scientists have been using computers to make early
predictions for a long time.
ML is being used in a lot of studies to fight COVID-19.
COVID-19 has resulted in a large number of fatalities in several nations.
If more datasets are provided, it is thought that the ARIMA model's performance can be
enhanced or that the model can provide more accurate data.
+44 7537144372
UNITED KINGDOM
+91-9176966446
EMAIL
INDIA
info@phdassistance.com
Contact Us

More Related Content

Similar to Dissertation on Computer Science: Machine Learning Algorithm to Predict Covid’19 - Phdassistance

Application of Deep Learning for Early Detection of Covid 19 using CT scan Im...
Application of Deep Learning for Early Detection of Covid 19 using CT scan Im...Application of Deep Learning for Early Detection of Covid 19 using CT scan Im...
Application of Deep Learning for Early Detection of Covid 19 using CT scan Im...
ijtsrd
 
Machine learning approaches in the diagnosis of infectious diseases-a review.pdf
Machine learning approaches in the diagnosis of infectious diseases-a review.pdfMachine learning approaches in the diagnosis of infectious diseases-a review.pdf
Machine learning approaches in the diagnosis of infectious diseases-a review.pdf
Smriti Mishra
 
MACHINE LEARNING MODEL FOR PNEUMONIA DETECTION FROM CHEST.pptx
MACHINE LEARNING MODEL FOR PNEUMONIA DETECTION FROM CHEST.pptxMACHINE LEARNING MODEL FOR PNEUMONIA DETECTION FROM CHEST.pptx
MACHINE LEARNING MODEL FOR PNEUMONIA DETECTION FROM CHEST.pptx
padamsravan8
 
INSIGHT ABOUT DETECTION, PREDICTION AND WEATHER IMPACT OF CORONAVIRUS (COVID-...
INSIGHT ABOUT DETECTION, PREDICTION AND WEATHER IMPACT OF CORONAVIRUS (COVID-...INSIGHT ABOUT DETECTION, PREDICTION AND WEATHER IMPACT OF CORONAVIRUS (COVID-...
INSIGHT ABOUT DETECTION, PREDICTION AND WEATHER IMPACT OF CORONAVIRUS (COVID-...
ijaia
 

Similar to Dissertation on Computer Science: Machine Learning Algorithm to Predict Covid’19 - Phdassistance (20)

ONLINE FUZZY-LOGIC KNOWLEDGE WAREHOUSING AND MINING MODEL FOR THE DIAGNOSIS A...
ONLINE FUZZY-LOGIC KNOWLEDGE WAREHOUSING AND MINING MODEL FOR THE DIAGNOSIS A...ONLINE FUZZY-LOGIC KNOWLEDGE WAREHOUSING AND MINING MODEL FOR THE DIAGNOSIS A...
ONLINE FUZZY-LOGIC KNOWLEDGE WAREHOUSING AND MINING MODEL FOR THE DIAGNOSIS A...
 
Application of Deep Learning for Early Detection of Covid 19 using CT scan Im...
Application of Deep Learning for Early Detection of Covid 19 using CT scan Im...Application of Deep Learning for Early Detection of Covid 19 using CT scan Im...
Application of Deep Learning for Early Detection of Covid 19 using CT scan Im...
 
How Do AI Applications Improve Healthcare And Wellness.pdf
How Do AI Applications Improve Healthcare And Wellness.pdfHow Do AI Applications Improve Healthcare And Wellness.pdf
How Do AI Applications Improve Healthcare And Wellness.pdf
 
5 Ways Machine Learning Is Revolutionizing the Healthcare Industry
5 Ways Machine Learning Is Revolutionizing the Healthcare Industry5 Ways Machine Learning Is Revolutionizing the Healthcare Industry
5 Ways Machine Learning Is Revolutionizing the Healthcare Industry
 
Machine learning approaches in the diagnosis of infectious diseases-a review.pdf
Machine learning approaches in the diagnosis of infectious diseases-a review.pdfMachine learning approaches in the diagnosis of infectious diseases-a review.pdf
Machine learning approaches in the diagnosis of infectious diseases-a review.pdf
 
Hamid_2016-2
Hamid_2016-2Hamid_2016-2
Hamid_2016-2
 
Role of Machine Learning Techniques in COVID-19 Prediction and Detection
Role of Machine Learning Techniques in COVID-19 Prediction and DetectionRole of Machine Learning Techniques in COVID-19 Prediction and Detection
Role of Machine Learning Techniques in COVID-19 Prediction and Detection
 
Precision Algorithms in Healthcare: Improving treatments with AI
Precision Algorithms in Healthcare: Improving treatments with AIPrecision Algorithms in Healthcare: Improving treatments with AI
Precision Algorithms in Healthcare: Improving treatments with AI
 
AI and covid19 | Mr. R. Rajkumar, Assistant Professor, Department of CSE
AI and covid19 | Mr. R. Rajkumar, Assistant Professor, Department of CSEAI and covid19 | Mr. R. Rajkumar, Assistant Professor, Department of CSE
AI and covid19 | Mr. R. Rajkumar, Assistant Professor, Department of CSE
 
MACHINE LEARNING MODEL FOR PNEUMONIA DETECTION FROM CHEST.pptx
MACHINE LEARNING MODEL FOR PNEUMONIA DETECTION FROM CHEST.pptxMACHINE LEARNING MODEL FOR PNEUMONIA DETECTION FROM CHEST.pptx
MACHINE LEARNING MODEL FOR PNEUMONIA DETECTION FROM CHEST.pptx
 
Future Research directions on the applications of AI in imaging and diagnosis...
Future Research directions on the applications of AI in imaging and diagnosis...Future Research directions on the applications of AI in imaging and diagnosis...
Future Research directions on the applications of AI in imaging and diagnosis...
 
Artificial intelligence applications for covid 19
Artificial intelligence applications for covid 19Artificial intelligence applications for covid 19
Artificial intelligence applications for covid 19
 
Best Data Science Projects In Healthcare.pptx
Best Data Science Projects In Healthcare.pptxBest Data Science Projects In Healthcare.pptx
Best Data Science Projects In Healthcare.pptx
 
Optimising maternal & child healthcare in India through the integrated use of...
Optimising maternal & child healthcare in India through the integrated use of...Optimising maternal & child healthcare in India through the integrated use of...
Optimising maternal & child healthcare in India through the integrated use of...
 
INSIGHT ABOUT DETECTION, PREDICTION AND WEATHER IMPACT OF CORONAVIRUS (COVID-...
INSIGHT ABOUT DETECTION, PREDICTION AND WEATHER IMPACT OF CORONAVIRUS (COVID-...INSIGHT ABOUT DETECTION, PREDICTION AND WEATHER IMPACT OF CORONAVIRUS (COVID-...
INSIGHT ABOUT DETECTION, PREDICTION AND WEATHER IMPACT OF CORONAVIRUS (COVID-...
 
slide share Artificial intelligence .pptx
slide share Artificial intelligence .pptxslide share Artificial intelligence .pptx
slide share Artificial intelligence .pptx
 
An Investigation Into the Impacts of ICT in the Compacting of COVID-19: A Nam...
An Investigation Into the Impacts of ICT in the Compacting of COVID-19: A Nam...An Investigation Into the Impacts of ICT in the Compacting of COVID-19: A Nam...
An Investigation Into the Impacts of ICT in the Compacting of COVID-19: A Nam...
 
AI in the Covid-19 pandemic
AI in the Covid-19 pandemicAI in the Covid-19 pandemic
AI in the Covid-19 pandemic
 
Swiss Re - Center for Global Dialogue Report: Healthcare revolution: Big dat...
Swiss Re - Center for Global Dialogue Report: Healthcare revolution:  Big dat...Swiss Re - Center for Global Dialogue Report: Healthcare revolution:  Big dat...
Swiss Re - Center for Global Dialogue Report: Healthcare revolution: Big dat...
 
r ppt.pptx
r ppt.pptxr ppt.pptx
r ppt.pptx
 

More from PhD Assistance

More from PhD Assistance (20)

The relationship between clinical and biochemical findings with diabetic keto...
The relationship between clinical and biochemical findings with diabetic keto...The relationship between clinical and biochemical findings with diabetic keto...
The relationship between clinical and biochemical findings with diabetic keto...
 
Referencing an Article - Its styles and type.pptx
Referencing an Article - Its styles and type.pptxReferencing an Article - Its styles and type.pptx
Referencing an Article - Its styles and type.pptx
 
Referencing an Article - Its styles and type.pdf
Referencing an Article - Its styles and type.pdfReferencing an Article - Its styles and type.pdf
Referencing an Article - Its styles and type.pdf
 
ROLE OF COMMUNITY TO BOOST MENTAL HEALTH .pptx
ROLE OF COMMUNITY TO BOOST MENTAL HEALTH .pptxROLE OF COMMUNITY TO BOOST MENTAL HEALTH .pptx
ROLE OF COMMUNITY TO BOOST MENTAL HEALTH .pptx
 
Current and future developments in cultural psychology of inequality in PhD r...
Current and future developments in cultural psychology of inequality in PhD r...Current and future developments in cultural psychology of inequality in PhD r...
Current and future developments in cultural psychology of inequality in PhD r...
 
Quantum Machine Learning is all you Need – PhD Assistance.pdf
Quantum Machine Learning is all you Need – PhD Assistance.pdfQuantum Machine Learning is all you Need – PhD Assistance.pdf
Quantum Machine Learning is all you Need – PhD Assistance.pdf
 
Nutritional Interventional trials in muscle and cachexia PhD research directi...
Nutritional Interventional trials in muscle and cachexia PhD research directi...Nutritional Interventional trials in muscle and cachexia PhD research directi...
Nutritional Interventional trials in muscle and cachexia PhD research directi...
 
Nutritional Interventional trials in muscle and cachexia PhD research directi...
Nutritional Interventional trials in muscle and cachexia PhD research directi...Nutritional Interventional trials in muscle and cachexia PhD research directi...
Nutritional Interventional trials in muscle and cachexia PhD research directi...
 
7 Major Types of Cyber Security Threats.pdf
7 Major Types of Cyber Security Threats.pdf7 Major Types of Cyber Security Threats.pdf
7 Major Types of Cyber Security Threats.pdf
 
Machine Learning Algorithm for Business Strategy.pdf
Machine Learning Algorithm for Business Strategy.pdfMachine Learning Algorithm for Business Strategy.pdf
Machine Learning Algorithm for Business Strategy.pdf
 
Key Factors Influencing Customer Purchasing Behavior.pptx
Key Factors Influencing Customer Purchasing Behavior.pptxKey Factors Influencing Customer Purchasing Behavior.pptx
Key Factors Influencing Customer Purchasing Behavior.pptx
 
Key Factors Influencing Customer Purchasing Behavior.pdf
Key Factors Influencing Customer Purchasing Behavior.pdfKey Factors Influencing Customer Purchasing Behavior.pdf
Key Factors Influencing Customer Purchasing Behavior.pdf
 
Factors Contributing and Counter Measure in Drowsiness Detection of Drivers.pptx
Factors Contributing and Counter Measure in Drowsiness Detection of Drivers.pptxFactors Contributing and Counter Measure in Drowsiness Detection of Drivers.pptx
Factors Contributing and Counter Measure in Drowsiness Detection of Drivers.pptx
 
Factors Contributing and Counter Measure in Drowsiness Detection of Drivers.pdf
Factors Contributing and Counter Measure in Drowsiness Detection of Drivers.pdfFactors Contributing and Counter Measure in Drowsiness Detection of Drivers.pdf
Factors Contributing and Counter Measure in Drowsiness Detection of Drivers.pdf
 
Immigrant’s Potentials to Emerge as Entrepreneurs.pptx
Immigrant’s Potentials to Emerge as Entrepreneurs.pptxImmigrant’s Potentials to Emerge as Entrepreneurs.pptx
Immigrant’s Potentials to Emerge as Entrepreneurs.pptx
 
Immigrant’s Potentials to Emerge as Entrepreneurs - PhD Assistance.pdf
Immigrant’s Potentials to Emerge as Entrepreneurs - PhD Assistance.pdfImmigrant’s Potentials to Emerge as Entrepreneurs - PhD Assistance.pdf
Immigrant’s Potentials to Emerge as Entrepreneurs - PhD Assistance.pdf
 
An overview of cyber security data science from a perspective of machine lear...
An overview of cyber security data science from a perspective of machine lear...An overview of cyber security data science from a perspective of machine lear...
An overview of cyber security data science from a perspective of machine lear...
 
An overview of cyber security data science from a perspective of machine lear...
An overview of cyber security data science from a perspective of machine lear...An overview of cyber security data science from a perspective of machine lear...
An overview of cyber security data science from a perspective of machine lear...
 
Selecting a Research Topic - Framework for Doctoral Students.pdf
Selecting a Research Topic - Framework for Doctoral Students.pdfSelecting a Research Topic - Framework for Doctoral Students.pdf
Selecting a Research Topic - Framework for Doctoral Students.pdf
 
Identifying and Formulating the Research Problem in Food and Nutrition Study ...
Identifying and Formulating the Research Problem in Food and Nutrition Study ...Identifying and Formulating the Research Problem in Food and Nutrition Study ...
Identifying and Formulating the Research Problem in Food and Nutrition Study ...
 

Recently uploaded

Recently uploaded (20)

Basic phrases for greeting and assisting costumers
Basic phrases for greeting and assisting costumersBasic phrases for greeting and assisting costumers
Basic phrases for greeting and assisting costumers
 
Research Methods in Psychology | Cambridge AS Level | Cambridge Assessment In...
Research Methods in Psychology | Cambridge AS Level | Cambridge Assessment In...Research Methods in Psychology | Cambridge AS Level | Cambridge Assessment In...
Research Methods in Psychology | Cambridge AS Level | Cambridge Assessment In...
 
Basic_QTL_Marker-assisted_Selection_Sourabh.ppt
Basic_QTL_Marker-assisted_Selection_Sourabh.pptBasic_QTL_Marker-assisted_Selection_Sourabh.ppt
Basic_QTL_Marker-assisted_Selection_Sourabh.ppt
 
Sectors of the Indian Economy - Class 10 Study Notes pdf
Sectors of the Indian Economy - Class 10 Study Notes pdfSectors of the Indian Economy - Class 10 Study Notes pdf
Sectors of the Indian Economy - Class 10 Study Notes pdf
 
The Art Pastor's Guide to Sabbath | Steve Thomason
The Art Pastor's Guide to Sabbath | Steve ThomasonThe Art Pastor's Guide to Sabbath | Steve Thomason
The Art Pastor's Guide to Sabbath | Steve Thomason
 
Basic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
Basic Civil Engg Notes_Chapter-6_Environment Pollution & EngineeringBasic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
Basic Civil Engg Notes_Chapter-6_Environment Pollution & Engineering
 
Matatag-Curriculum and the 21st Century Skills Presentation.pptx
Matatag-Curriculum and the 21st Century Skills Presentation.pptxMatatag-Curriculum and the 21st Century Skills Presentation.pptx
Matatag-Curriculum and the 21st Century Skills Presentation.pptx
 
50 ĐỀ LUYỆN THI IOE LỚP 9 - NĂM HỌC 2022-2023 (CÓ LINK HÌNH, FILE AUDIO VÀ ĐÁ...
50 ĐỀ LUYỆN THI IOE LỚP 9 - NĂM HỌC 2022-2023 (CÓ LINK HÌNH, FILE AUDIO VÀ ĐÁ...50 ĐỀ LUYỆN THI IOE LỚP 9 - NĂM HỌC 2022-2023 (CÓ LINK HÌNH, FILE AUDIO VÀ ĐÁ...
50 ĐỀ LUYỆN THI IOE LỚP 9 - NĂM HỌC 2022-2023 (CÓ LINK HÌNH, FILE AUDIO VÀ ĐÁ...
 
The Last Leaf, a short story by O. Henry
The Last Leaf, a short story by O. HenryThe Last Leaf, a short story by O. Henry
The Last Leaf, a short story by O. Henry
 
Open Educational Resources Primer PowerPoint
Open Educational Resources Primer PowerPointOpen Educational Resources Primer PowerPoint
Open Educational Resources Primer PowerPoint
 
How to Create Map Views in the Odoo 17 ERP
How to Create Map Views in the Odoo 17 ERPHow to Create Map Views in the Odoo 17 ERP
How to Create Map Views in the Odoo 17 ERP
 
MARUTI SUZUKI- A Successful Joint Venture in India.pptx
MARUTI SUZUKI- A Successful Joint Venture in India.pptxMARUTI SUZUKI- A Successful Joint Venture in India.pptx
MARUTI SUZUKI- A Successful Joint Venture in India.pptx
 
How to the fix Attribute Error in odoo 17
How to the fix Attribute Error in odoo 17How to the fix Attribute Error in odoo 17
How to the fix Attribute Error in odoo 17
 
The impact of social media on mental health and well-being has been a topic o...
The impact of social media on mental health and well-being has been a topic o...The impact of social media on mental health and well-being has been a topic o...
The impact of social media on mental health and well-being has been a topic o...
 
Application of Matrices in real life. Presentation on application of matrices
Application of Matrices in real life. Presentation on application of matricesApplication of Matrices in real life. Presentation on application of matrices
Application of Matrices in real life. Presentation on application of matrices
 
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptxStudents, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
Students, digital devices and success - Andreas Schleicher - 27 May 2024..pptx
 
Keeping Your Information Safe with Centralized Security Services
Keeping Your Information Safe with Centralized Security ServicesKeeping Your Information Safe with Centralized Security Services
Keeping Your Information Safe with Centralized Security Services
 
size separation d pharm 1st year pharmaceutics
size separation d pharm 1st year pharmaceuticssize separation d pharm 1st year pharmaceutics
size separation d pharm 1st year pharmaceutics
 
How to Manage Notification Preferences in the Odoo 17
How to Manage Notification Preferences in the Odoo 17How to Manage Notification Preferences in the Odoo 17
How to Manage Notification Preferences in the Odoo 17
 
Danh sách HSG Bộ môn cấp trường - Cấp THPT.pdf
Danh sách HSG Bộ môn cấp trường - Cấp THPT.pdfDanh sách HSG Bộ môn cấp trường - Cấp THPT.pdf
Danh sách HSG Bộ môn cấp trường - Cấp THPT.pdf
 

Dissertation on Computer Science: Machine Learning Algorithm to Predict Covid’19 - Phdassistance

  • 1. Dissertation on Computer Science: Machine Learning Algorithm to Predict Covid'19 An Academic presentation by Dr. Nancy Agnes, Head, Technical Operations, Phdassistance Group  www.phdassistance.com Email: info@phdassistance.com
  • 2. Today's Discussion Introduction Machine Learning and Covid-19 Prediction and Forecasting Strategies Forecasting Conclusion
  • 3. Artificial intelligence and data science play a vital role in the health-care business in this era of automation. Medical practitioners may simply manage their duties and patient care since these technologies is so well-connected. Dependence on automated systems such as AI has increased in healthcare services. Diagnostic procedures and treatments are now being greatly assisted by Machine Learning. INTRODUCTION Contd...
  • 4.
  • 5. Not just in medicine, but also in all other fields, MLs play a great role. In the healthcare, both cutting down time, and accurate diagnosis are life saving, and MLs enable that possible. If the therapy has a high incidence of mistake, it may result in several fatalities. As a result, scientists have begun to use artificial intelligence applications in medical therapy. The work is difficult because the researchers must select the appropriate tool: it is a life or death situation. Contd...
  • 6. PhD Assistance develop ML algorithms using Python, Hadoop framework and many more to both secure access control in Networking platforms. Hiring our experts, you are assured with quality and on-time delivery. ML sets a new standard in the sphere of health care with this work. Large datasets are analyzed and predicted using machine learning techniques. Contd...
  • 7. These machine learning methods are utilized to categorize samples into treatment groups and detect illness signs. Hospitals may use machine learning to keep administrative operations running smoothly and cure infectious diseases. ML methods have previously been used to treat cancer, pneumonia, diabetes, Parkinson's disease, arthritis, neuromuscular disorders, and a variety of other diseases; in prediction and forecasting, they provide more than 90% accuracy.
  • 8. MACHINE LEARNING AND COVID-19 COVID-19 is a terrible pandemic illness that has claimed the lives of countless individuals all over the world. This virus has no known therapy. Based on symptoms described by the WHO and CDC, machine learning techniques have been applied to predict whether individuals are infected with the virus. On the basis of x-ray pictures, ML is also used to diagnose the illness. Contd...
  • 9. Patients' chest scans, for example, can be utilized to determine whether they are infected with COVID-19. Furthermore, ML can detect social distance; with this technique, we can keep ourselves secure from COVID-19. PhD Assistance experts has experience in handling dissertation and assignment in computer science research with assured 2:1 distinction.  Talk to Experts Now 
  • 10. Contd... PREDICTION AND FORECASTING STRATEGIES To anticipate and forecast future occurrences, several machine learning approaches are utilized. Support vector machines, linear regression, logistic regression, naive Bayes, decision trees (random forest and ETC), K-nearest neighbor, and neural networks are some of the machine learning approaches used for prediction (multilayer perceptron).
  • 11. Similarly, the naive approach, moving average, simple exponential smoothing, Holt's linear trend model, Holt-Winters model, Seasonal Autoregressive Integrated Moving Average Exxogenous Model (SARIMAX), and Autoregressive Integrated Moving Average Model are some ML techniques used to forecast future events (ARIMA). Each approach has its own characteristics and is utilised in a different way depending on the accuracy results. Contd...
  • 12. Time series analysis, which is an essential element of ML, may be utilised for predicting using ML. It's a form of univariate regression in which only one input factor (independent feature), time, is used to anticipate the target feature (dependent feature). PhD Assistance has vast experience in developing dissertation research topics for students pursuing the UK dissertation in computer science.  Order Now
  • 13. FORECASTING Benefits of ML It's used to predict future event values, and it's very useful for predicting the occurrence of respiratory illnesses like COVID-19. Positive instances are rising on a daily basis, thus it's important to estimate if the current ratio of increasing cases will continue based on previous data. It is beneficial to the government because, based on the prognosis, it can organize resources to prevent illness transmission and act in the future so that the infection's growth rate slows and fewer people are affected. Contd...
  • 14. Forecast values cannot be guaranteed because they are entirely dependent on historical patterns. This projected approximation of occurrences, on the other hand, may aid authorities in assessing future resource planning in the case of a pandemic, such as COVID-19.
  • 15. Contd... CONCLUSION The COVID-19 epidemic has spread across the world. Scientists have made every attempt to discover a cure; according to statements from the US and India, several vaccinations have been developed and are now being tested. Scientists have been using computers to make early predictions for a long time.
  • 16. ML is being used in a lot of studies to fight COVID-19. COVID-19 has resulted in a large number of fatalities in several nations. If more datasets are provided, it is thought that the ARIMA model's performance can be enhanced or that the model can provide more accurate data.