Machine learning today is involved in nearly all businesses, big or small. Given the effective software tools used for machine learning by experts in different companies, the influence this domain has over enhancing the performance of company’s processes is immense. Machine learning provides efficient models branched by various algorithms that help automate tasks, conduct predictions, and provide reliable insights on data-sets analysed.
Machine Learning: Leading the Change and How?
As of a 2019 Forbes study, Tesla has logged approximately 1.88 billion towards autonomous miles.
Nature.com concluded in its research for the year 2020 that machine learning averaged at 95% in accurately predicting a patient’s death
The above stats make it crystal-clear that the machine learning wave has taken over the market and has transformed how prediction is being performed. No wonder companies are on the lookout for data analysts and machine learning engineers who can bolster their profits.
Professionals who wish to form a career in machine learning and its parent field, i.e. data analytics, need to obtain knowledge from reputable resources. Opting for credible certification programs to develop learners’ theoretical and practical acumen in machine learning and other data science sectors is essential. An online certification program in machine learning & data analytics can provide opportunities for executives to get a well–rounded understanding of its critical concepts and tools and build careers in these domains.
Amongst the plethora of online programs available, the IIM Raipur machine learning course is a tailor-made one that renders learners with concrete knowledge of these sector’s subtleties. These courses are instrumental in teaching how Covid-19 is being tackled by machine learning and the alternative approaches developed to help businesses maintain their economic growth.
How is Machine Learning Tackling Covid-19?
“If data is the new oil, machine learning is the refinery of these large data-sets.”
Toby Walsh’s statement above proves that machine learning is a valuable asset that’s bossing the world. However, when an unforeseen global pandemic hits, even the predictive models cannot bear the costs and losses. Given how most sectors have taken a hit due to Covid-19, the machine learning domain is no different.
An online certification program in machine learning & data analytics will help professionals analyse the factors that have curbed the severity of Covid-19:-
- Predicting Individuals who are Prone to Covid Risks
The best part of machine learning is that it can be used to predict almost anything and everything. The same ideology can be applied to predicting humans a=who are more prone to become carriers of this virus’s strain. Analysing and evaluating humans based on several factors such as hygiene, number of daily human interactions, frequency of their interactions, landscape, weather and climate conditions and other metrics for collecting data and projecting results.
Assimilating these factors and feeding data in different databases will allow engineers and doctors to observe the trends, practices and other factors that make an individual prone to contacting the Coronavirus.
- Employing Methodologies that Help in Screening and Diagnosing Covid-19 Patients
Still, in its initial stage, one of the practical applications that machine learning engineers and developers are working on is developing methodologies and software that help screen and diagnose corona patients. There are particular gadgets and other wearable technology that machine learning professionals are utilising for checking patients.
Performing different face scans from various angles helps identify symptoms such as fever, headaches and others, wearing smartwatches that assist doctors in checking a patient’s heart rate and deploying chatbots to screen patients who have submitted self-reported symptoms. These are some of the ways machine learning can be used in screening and diagnosing Covid-19 patients.
- Up-speeding Vaccine Development for Covid-19
Covid-19 vaccines have started developing and are being offered by hospitals; however, most of the world still doesn’t have access. Therefore, it’s crucial to speed up the development of vaccines. Machine learning technology can speed up the vaccine development phase without comprising control and quality.
Utilising machine learning algorithms such as random forest that is a classification model of different decision trees, can help speed up the vaccine development process and provide accurate results while testing patients.
- Helps in Identifying Existing Drugs that Fight Covid-19
Repurposing drugs through machine learning tools and software will allow drug development companies to avoid time wastage in looking out for new drugs and medicines that fight Covid-19. Repurposing refers to identifying drugs and using them for fighting pandemics that have already been used to treat other diseases.
Sifting through heaps of drug data-sets that have already been used to fight diseases is again an arduous process but with machine learning techniques such as knowledge graphs and predicting interactions between drugs and other proteins. These models help in prioritising drugs that have worked in the past and re-using them for combating Covid-19.
- Helps Figure out the Ways that can Fight the Virus
Machine learning helps in ironing out anomalies in clusters or groups. Epitopes are amino acid clusters recognised by the human immune system and aid in eliminating the virus. Machine learning again comes to the rescue this time through its support vector machines (SVM), artificial neural networks, and other Markov models algorithms that accurately identify epitopes and speed up drug delivery for Covid-19.
The above applications of machine learning algorithms play a vital cog in analysing, identifying and providing solutions related to Covid-19. Therefore, having robust understandings acquired through an online certification program in machine learning and data analytics will help professionals get deeper insights about these domains.
Machine Learning is Tackling Covid-19 Head-On!
As can be seen from the solutions provided by machine learning techniques and algorithms in identifying existing drugs that can fight Covid-19, predict individuals who are more prone to this virus, screen and test patients based on wearable technologies, speeding up the development of vaccines and provide other practical ways that combat Covid-19.
Hence, having a mastery of this data-backed domain is key for furnishing successful careers. The IIM Raipur machine learning course is an excellent way for putting theoretical knowledge acquired through the online certification program in machine learning & data analytics in the real world.