COVID And Pneumonia Detection Using Chest X-Rays | GL Projects Showcase | Great Learning скачать в хорошем качестве

COVID And Pneumonia Detection Using Chest X-Rays | GL Projects Showcase | Great Learning

🔥1000+ Free Courses With Free Certificates: https://www.mygreatlearning.com/acade... COVID-19 (coronavirus disease 2019) is an infectious disease caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), previously known as the 2019 novel coronavirus (2019-nCoV), a species of coronavirus. On 11 February 2020, the WHO officially renamed the clinical condition COVID-19. Coronaviruses (CoV) are a large family of viruses that cause illness ranging from the common cold to more severe diseases such as Middle East Respiratory Syndrome (MERS-CoV) and Severe Acute Respiratory Syndrome (SARS-CoV). A novel coronavirus (nCoV) is a new strain that has not been previously identified in humans. It is believed to have zoonotic origins and has close genetic similarity to bat coronaviruses, suggesting it emerged from a bat-borne virus Infected patients show common signs include respiratory symptoms, fever, cough, shortness of breath and breathing difficulties. In more severe cases, the infection can cause pneumonia, severe acute respiratory syndrome, kidney failure, and even death. Patients with respiratory symptoms are advised to stay isolated and undergo further clinical examination RT-PCR (Reverse transcription-polymerase chain reaction). PCR testing is the medical standard to identify COVID-19. However, might take hours to receive results. With the growing number of cases walking into hospitals, alternatively, chest X-ray is used as initial element to review the clinical situation of a patient. If the X-ray shows any pathological findings, patients are admitted for further diagnosis. If the X-Ray is normal, patients are requested to go home and wait for PCR test results. The X-ray findings that strongly suspect of dealing with COVID-19 infection are the ground glass patterned area, which affects both lungs, in particular the lower lobes, and especially the posterior segments, with a fundamentally peripheral and subpleural distribution in initial stages. Radiology is playing a critical role to identify if a patient can go home to wait for test results (or) get admitted for further observation. One of the roadblocks using an X-ray is the availability of the radiology expert to interpret the image. Inspired by the AI (Artificial Intelligence) technology and to assist radiology experts to interpret images in a much faster rate & improved accuracy, proposing a deep learning system (Mask R-CNN) to analyze images and detect patterns of COVID-19 in patients. The current COVID-19 pandemic is unprecedented and as we see this is having a profound impact on the World. It is the most serious public health crisis and the most significant geopolitical event of the current generation. The need for continued access to research and learning has never been more important. Especially for India, which is the second highly populated country and is preparing for the worst. From one of the projections, it is stated that India might have to deal with 300 Million cases and of which 4-5 million could be severe. With an AI built CNN network, identifying individuals and assisting in time is a possibility. This in turn will have a greater impact on experts concentrating on severe cases to avoid further spread of the pandemic. With deep learning techniques, X-ray images can be more accurately and efficiently diagnose the disease by understanding the severity and type with the pattern. Visit Great Learning Academy, to get access to 80+ free courses with 1000+ hours of content on Data Science, Data Analytics, Artificial Intelligence, Big Data, Cloud, Management, Cybersecurity and many more. These are supplemented with free projects, assignments, datasets, quizzes. You can earn a certificate of completion at the end of the course for free. https://glacad.me/3duVMLE Get the free Great Learning App for a seamless experience, enrol for free courses and watch them offline by downloading them. https://glacad.me/3cSKlNl About Great Learning: Great Learning is an online and hybrid learning company that offers high-quality, impactful, and industry-relevant programs to working professionals like you. These programs help you master data-driven decision-making regardless of the sector or function you work in and accelerate your career in high growth areas like Data Science, Big Data Analytics, Machine Learning, Artificial Intelligence & more. For more interesting tutorials, don't forget to subscribe to our channel: https://bit.ly/2s92TDX Learn More at https://www.greatlearning.in/ For more updates on courses and tips follow us on: Telegram: https://t.me/GreatLearningAcademy Facebook:   / greatlearningofficial   LinkedIn:   / great-learning   Follow our Blog: https://www.greatlearning.in/blog/?ut... #GreatLearning #COVID-19Prediction #PneumoniaPrediction