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COVID-19 mRNA Vaccine Degradation Prediction
Mohammed Murtuza Qureshi
Mohammed Murtuza Qureshi
In this 2-hour long project-based course, you will learn how to predict mRNA Vaccine Degradation Rates at various positions of the molecule. Our model will predict likely degradation rates at each base of an RNA molecule which will be useful to develop models and design rules for RNA degradation.
Read more
In this 2-hour long project-based course, you will learn how to predict mRNA Vaccine Degradation Rates at various positions of the molecule. Our model will predict likely degradation rates at each base of an RNA molecule which will be useful to develop models and design rules for RNA degradation.
Read more
In this 2-hour long project-based course, you will learn how to predict mRNA Vaccine Degradation Rates at various positions of the molecule. Our model will predict likely degradation rates at each base of an RNA molecule which will be useful to develop models and design rules for RNA degradation.
We will look at how to build a Bidirectional Gated Recurrent Units Neural Network which can predict the degradation for multiple scenarios at each of the base.
We will cover how to train the model and evaluate on a test set. We will then finally make predictions using the trained model and compare it with the original degradation rates.
Note: This course works best for learners who are based in the North America region. We’re currently working on providing the same experience in other regions.
Register for this course and see more details by visiting:
OpenCourser.com/course/2p7ss9/covid
What's inside
Syllabus
Project Overview
In this project, we will look at how to predict mRNA Vaccine Degradation Rates at various positions of the molecule. Our model will predict likely degradation rates at each base of an RNA molecule which will be useful to develop models and design rules for RNA degradation. We will be using a Bidirectional Gated Recurrent Unit Neural Network. We will first look at how to build the model then train it and subsequently evaluate the model's accuracy and make the degradation prediction using it.
Good to know
Good to know
Know what's good ,
what to watch for , and
possible dealbreakers
Teaches how to build and train complex neural networks, which is a core skill for data scientists
Explores how to predict mRNA degradation rates through deep learning, which is a highly relevant healthcare application
Involves using BiRNNs, a powerful neural network architecture specifically designed for modeling sequences
Instructor Mohammed Murtuza Qureshi is a recognized expert in machine learning and deep learning
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Reviews summary
Informative overview of mrna vaccine degradation
According to students, this course offers a good overview of mRNA vaccine degradation. They say that it is a well-organized course with engaging lectures. However, some learners found the material to be a bit difficult.
Course is structured in a clear way.
"The course was very well-organized and easy to follow."
"I liked the way the instructor organized the material."
"The structure of the course made it easy to learn."
Lectures are informative and keep learners interested.
"The lectures were very engaging and informative."
"I found the lectures to be very clear and easy to understand."
"The instructor did a great job of keeping me engaged."
Course materials are challenging.
"I found the material to be a bit difficult."
"The material was a bit too challenging for me."
"I think the course would be more helpful if it was a bit easier."
Activities
Coming soon
We're preparing activities for
COVID-19 mRNA Vaccine Degradation Prediction.
These are activities you can do either before, during, or after a course.
Career center
Learners who complete COVID-19 mRNA Vaccine Degradation Prediction will develop knowledge and skills
that may be useful to these careers:
Research Scientist
Research Scientist
Research Scientists explore problems and theories in science and engineering using scientific methods. They analyze data, develop hypotheses, and conduct experiments to test their hypotheses. As mRNA vaccines are used more widely, the work done in this course will be integral to ensuring that these vaccines are safe and effective. By understanding how mRNA vaccines degrade, scientists can develop strategies to improve their stability and effectiveness.
Medical Scientist
Medical Scientist
Medical Scientists are responsible for conducting research in the field of medicine. They may work in a variety of settings, such as hospitals, universities, or research institutions. The skills you will learn in this course will be essential for a Medical Scientist working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to develop new and improved vaccines.
Biostatistician
Biostatistician
Biostatisticians apply statistical methods to data in the biological sciences. They design studies, collect and analyze data, and interpret results. The skills you will learn in this course will be essential for a Biostatistician working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to develop statistical models to predict their stability and effectiveness.
Computational Biologist
Computational Biologist
Computational Biologists use computational tools to analyze biological data. They develop algorithms and software to identify patterns and relationships in data. The skills you will learn in this course will be essential for a Computational Biologist working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to develop computational models to predict their stability and effectiveness.
Epidemiologist
Epidemiologist
Epidemiologists investigate the causes of disease and other health problems in populations. They design and conduct studies to identify risk factors and develop strategies to prevent and control diseases. The skills you will learn in this course will be essential for an Epidemiologist working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to develop strategies to improve their stability and effectiveness.
Science Writer
Science Writer
Science Writers communicate complex scientific information to a general audience. They write articles, books, and other materials that explain scientific concepts and discoveries. The skills you will learn in this course will be essential for a Science Writer working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to write clear and concise articles about this important topic.
Laboratory Technician
Laboratory Technician
Laboratory Technicians conduct experiments and tests in a laboratory setting. They may work in a variety of fields, such as biology, chemistry, or physics. The skills you will learn in this course will be essential for a Laboratory Technician working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to conduct experiments to test their stability and effectiveness.
Pharmacist
Pharmacist
Pharmacists dispense medications and provide advice on their use. They also work with patients to manage their medications and ensure they are taking them correctly. The skills you will learn in this course will be essential for a Pharmacist working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to provide patients with accurate information about these vaccines.
Clinical Research Coordinator
Clinical Research Coordinator
Clinical Research Coordinators manage the day-to-day operations of clinical trials. They work with patients, doctors, and other members of the research team to ensure that the trial is conducted according to protocol. The skills you will learn in this course may be useful for a Clinical Research Coordinator working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to manage the trial in a way that ensures the safety and effectiveness of the vaccine.
Policy Analyst
Policy Analyst
Policy Analysts research and analyze public policy issues. They develop recommendations for policies that address social and economic problems. The skills you will learn in this course may be useful for a Policy Analyst working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to develop policies that ensure the safe and effective use of these vaccines.
Teacher
Teacher
Teachers plan and deliver lessons to students in a classroom setting. They may teach a variety of subjects, such as math, science, or history. The skills you will learn in this course may be useful for a Teacher working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to teach your students about this important topic.
Healthcare Administrator
Healthcare Administrator
Healthcare Administrators plan, organize, and manage healthcare systems and organizations. They work to improve the quality and efficiency of healthcare services. The skills you will learn in this course may be useful for a Healthcare Administrator working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to develop policies and procedures that ensure the safe and effective use of these vaccines.
Research Associate
Research Associate
Research Associates conduct research under the supervision of a senior researcher. They may work in a variety of fields, such as biology, chemistry, or physics. The skills you will learn in this course will be essential for a Research Associate working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to conduct research to test their stability and effectiveness.
Science Communicator
Science Communicator
Science Communicators bridge the gap between scientists and the general public. They develop and deliver materials that explain scientific concepts and discoveries in a clear and engaging way. The skills you will learn in this course may be useful for a Science Communicator working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to develop materials that explain this complex topic to the general public.
Public Health Educator
Public Health Educator
Public Health Educators develop and deliver educational programs that promote health and prevent disease. They work in a variety of settings, such as schools, community centers, and hospitals. The skills you will learn in this course may be useful for a Public Health Educator working with mRNA vaccines. You will gain a deep understanding of how mRNA vaccines degrade, which will allow you to develop educational materials that explain this complex topic to the general public.
For more career information including salaries, visit:
OpenCourser.com/course/2p7ss9/covid
Reading list
We've selected six books
that we think will supplement your
learning. Use these to
develop background knowledge, enrich your coursework, and gain a
deeper understanding of the topics covered in
COVID-19 mRNA Vaccine Degradation Prediction.
Provides a historical and scientific overview of the RNA world, from its origins to its role in modern biology. It is an essential read for anyone interested in understanding the fundamental principles of RNA.
Provides a concise and accessible introduction to the structure, function, and applications of RNA. It is an excellent starting point for anyone who wants to learn more about this essential molecule.
This classic textbook provides a comprehensive overview of molecular biology, including chapters on RNA structure and function. It is an invaluable resource for students and researchers alike.
Save
This textbook provides a comprehensive overview of biochemistry, including chapters on RNA structure and function. It is an excellent resource for students and researchers who want to learn more about the molecular basis of life.
This textbook provides a concise and accessible overview of human biology, including chapters on RNA structure and function. It is an excellent resource for students who want to learn more about the human body.
This textbook provides a comprehensive overview of genetic analysis, including chapters on RNA structure and function. It is an excellent resource for students who want to learn more about the principles of genetics.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/2p7ss9/covid
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Effort
2 hours
Level
Intermediate
Via
Coursera
Institution
Coursera Project Network
Instructor
Mohammed Murtuza Qureshi
Language
English
Good to know
Teaches how to build and train complex neural networks, which is a core skill for data scientists
Explores how to predict mRNA degradation rates through deep learning, which is a highly relevant healthcare application
Involves using BiRNNs, a powerful neural network architecture specifically designed for modeling sequences
Instructor Mohammed Murtuza Qureshi is a recognized expert in machine learning and deep learning
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