In this section, you will learn how AI can be used for a variety of projects? and What are the AI Project Ideas for the Covid-19 situation?
In this section, we’ll discuss some of the ways that artificial intelligence could help us address future outbreaks and epidemics – especially when it comes to early detection.
What is AI Use for?
AI is a hot topic these days. From the development of artificial intelligence as a societal construct to the way it’s being used to solve some of our most pressing global problems, AI has been on our minds a lot lately. For those who don’t know, AI is the branch of computer science that studies how to make computers think like humans.
It can be thought of as a type of software that mimics human intelligence and is typically broken up into two categories: machine learning and deep learning.
Machine learning uses algorithms that are created by humans to teach computers how to do tasks without writing specific instructions for individual problems.
Deep learning is a particular type of machine learning that involves layers of simulated neurons in order to create systems able to learn from their mistakes.
Artificial intelligence is changing the world. It’s used to find relationships between people on social media, predict the next big stock market crash, and even detect cancer.
But AI can do so much more than just what it’s already doing. With new developments in machine learning and natural language processing, artificial intelligence has grown exponentially in recent years. Now, it’s up to you to create the future of technology.
Why AI for Better?
You already know that there are many everyday use-cases that actually integrate the technology in the near future.
I’m quite sure that most of the audience, will be more surprised to know that there are a lot of other ways to apply artificial intelligence than what you see today. A popular use case that seems to be popular for now is commercial applications.
Developing AI applications such as artificial intelligence is a complex process that is not easy for the simple reason that the field is quite difficult to use.
Here the author tries to show how AI can be helpful for health care professionals. Since the applications in the health care field have been relatively small (and seldom talked about) there are a lot of opportunities for researchers to apply AI for the betterment of health care.
In this article, the author explored the opportunities that can be explored with the use of AI and his conclusion was that given the current technology there is an opportunity for a lot of research projects that can be developed on various topics such as prevention, diagnosis, treatment, etc.
What is COVID?
CoV is an acronym that stands for Coronavirus Associated Virus – an example of the deadly flu virus. In 1994 an outbreak of Severe Acute Respiratory Syndrome (SARS) took place and during this time there were 40 deaths in the city of Hong Kong.
The source of the outbreak has never been found to this day and the Severe Acute Respiratory Syndrome is still causing deaths around the world.
Covid-19 is a coronavirus that causes Severe Acute Respiratory Syndrome (SARS). SARS, which only infects humans, is similar to other contagious respiratory viruses like the regular flu virus that cause upper respiratory tract infections like cough, runny nose, and fever.
SARS can also cause serious systemic infections like pneumonia, kidney failure, and even death.
Why is Covid-19 important?
Dr. Graziano said that “COVID-19 has raised many of the top healthcare and scientific problems.
We have looked at the role of AI in detecting emerging diseases, monitoring hospital infections, and comparing doctors’ performance.
Covid-19 provides a tool that can help patients, doctors, and public health agencies identify and mitigate the risks of emerging and re-emerging diseases.”
Examples of how AI is being used in the healthcare industry include:
CORD-19, an algorithm developed for Covid-19, is being used in many stages of the regenerative medicine process and is said to have the potential to reduce cycle time by as much as 30-50%.
Application of AI for Healthcare
AI can be used to monitor for new outbreaks and predict trends before they happen. This would allow us to take action before a large-scale epidemic occurs.
We could also use AI to improve our surveillance infrastructure. For example, if an outbreak were to occur in an isolated area, AI could help with monitoring those people who might have been infected, as well as those who might have been exposed but not yet showing signs of illness.
It could also help with epidemiological studies by generating workable hypotheses and testing them more quickly than humanly possible.
Given that many healthcare professionals are now working remotely, AI would also help create a virtual workforce that is able to communicate efficiently across various hospital systems through something like Skype or other VOIP software programs.
Top AI Topics to build Covid-19 Projects
Artificial intelligence is already in our lives, helping us to find dates, find jobs, and even answer math problems.
Artificial intelligence is an exciting field that has the potential for many more applications. As a Covid-19 participant, you are tasked with writing an AI project that will help the world.
Covid-19 is a project that aims to provide artificial intelligence that can compete with humans in reading comprehension, text production, and sentence processing.
- 1. Machine learning based on the semantic treebank corpus
- 2. Generative adversarial networks
- 3. Reinforcement Learning
- 4. Neural Networks
- 5. Natural Language Processing.
Different types of AI Projects
Since the recent covid 19 outbreak, I have been interested in using artificial intelligence and machine learning techniques to help prevent the next outbreak from spreading.
While there is no way to know if this type of technology could have prevented the outbreak and stopped it from becoming a pandemic, we are now at least able to use some of these AI tools to prepare for and predict future outbreaks.
Different AI Project Ideas you can work on to solve covid-19 Issues:
- 1. Architecture and integration of machine-learning techniques for detection and confirmation of dangerous agents
- 2. Unsupervised learning for Covid-19 signal detection and classification
- 3. A binary variant detector based on modularity
- 4. Detection of artificial and natural materials
- 5. Covid system detection task
- 6. Covid-19 drone system
AI project ideas for covid-19
Designing this artificial intelligence project has been no easy task. However, it is an important step for our society and we need your help!
Biomedical challenges in the age of accelerating AI: 30 years later: key findings from a global health event (PREREQ)
AI will impact the world’s most critical disease surveillance needs and Surveillance is the spine of many illness control and prevention programs.
The last outbreak of Ebola in West Africa, for example, cost billions of dollars and brought with it the death of more than 11,000 people.
These are the Top AI Project Ideas Are Build or Building For covid-19 – Source Site
Project1 - COVID-19 Project - Open Research Dataset (CORD-19)
Project2 - COVID-19 Vaccine Candidates - Prediction and Validation of 174 SARS-CoV-2 Epitopes
Project3 - COVIDSearch - Making Sense of Open Data Related to COVID-19
Project4 - Fast detection of SARS-CoV-2 with artificial intelligence.
Project5 - Health empowerment through smartphone sensing
Project6 - Mobile data and COVID-19
Project7 - Post-first-wave Covid 19 exit strategies
Project8 - AI against COVID-19@Mila
Project9 - AI@RISC-19-ICU the Risk Stratification in COVID-19 patients in the ICU
Project10 - Deep Learning to get COVID-19 Identification, Estimating the Severity, and Dynamic Evolution Prediction
Conclusion.
The recent covid 19 outbreak has demonstrated how infectious diseases can take lives and disrupt daily life.
Viruses, such as the covid 19, are not to be taken lightly, and they may cause economic hardship if they spread throughout a community or across borders.
To act effectively against viruses, we need to have an intelligent machine that is capable of tracking these epidemics when they first begin.
There is a lot of interest in the use of artificial intelligence in the fight against infectious diseases.
References:
1. A.I. vs. COVID-19 by UNCTAD - Read More
3. AI & control of Covid-19 coronavirus - Read More
4. Artificial intelligence aims to outsmart the mutating coronavirus - Read More
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