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Ryan Ahmed
Predictive models attempt at forecasting future value based on historical data. In this hands-on project, we will analyze the transmission of Covid-19 virus across the globe and train a time-series model (fbprophet) to get the projection of corona virus-related cases in the United States.
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What's inside
Syllabus
Traffic lights
Traffic lights
Read about what's good
what should give you pause and
possible dealbreakers
Develops skills for analyzing disease spread and forecasting
Uses an industry-standard time-series model (fbprophet)
Taught by an expert in the field
Provides hands-on practice with real-world data
Is part of a series of courses on data analysis
Could be useful for beginners and intermediate learners
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Reviews summary
Fbprophet time-series forecasting project
According to students, this course offers a highly practical, hands-on project focused on time-series forecasting with Fbprophet. Many appreciate how the instructor explains everything clearly, making the demos easy to follow and the content well-structured. Learners found it effective for quickly getting up to speed with Fbprophet and building a valuable portfolio project. However, some learners noted that the course assumes prior Python and Pandas knowledge, which might pose a challenge for absolute beginners. A few also suggested that it could benefit from more theoretical depth for comprehensive understanding beyond the practical application.
Instructor provides clear explanations and effective demonstrations.
"The instructor explains everything clearly, and using real Covid-19 data makes it highly relevant."
"The content is well-structured, and I learned how to implement Fbprophet effectively."
"The instructor was engaging, and the demos were very clear. I gained confidence in applying time-series models."
Offers a hands-on project for immediate application.
"Excellent hands-on project! ...I appreciated the practical application of Fbprophet."
"Very practical and to the point. The labs were very helpful. It truly helps build a good portfolio project."
"This course delivered exactly what it promised: a hands-on project using Fbprophet. I found it perfect for my portfolio."
Uses Covid-19 data, which some find slightly dated.
"The Covid-19 dataset was a bit dated but still served its purpose."
"The Covid data was interesting but the explanation of the model itself could be deeper."
Focuses on application; less emphasis on underlying theory.
"I felt some parts could have more theoretical depth, but for a practical project, it's good."
"The explanation of the model itself could be deeper."
"More advanced topics or troubleshooting might be needed for real-world scenarios beyond this project."
Prior Python and Pandas knowledge is strongly recommended.
"I'd recommend it if you have some Python background."
"The course assumes you're comfortable with Python and Jupyter notebooks."
"I struggled a bit with some of the Python code as a beginner. It felt like some prerequisites were assumed."
Activities
Be better prepared
before
your course. Deepen your understanding
during
and
after
it. Supplement your coursework and achieve mastery of the topics covered
in Covid-19 Cases Forecasting Using Fbprophet with these
activities:
Review time series forecasting
Show steps
Review the basics of time series forecasting and its use in modeling and understanding real-world phenomena.
Browse courses on
Time Series Forecasting
Show steps
-
Read a book or online article on time series forecasting fundamentals.
-
Review statistical concepts such as stationarity, seasonality, and trend.
-
Practice identifying these characteristics in historical data.
Brush up on Python programming
Show steps
Ensure you have a solid foundation in Python as it is essential for working with time series data.
Browse courses on
Python Programming
Show steps
-
Review online tutorials or take a refresher course on Python.
-
Practice writing simple Python scripts.
-
Work through Python coding challenges.
Learn about fbprophet and its applications in time series forecasting
Show steps
Gain a deeper understanding of fbprophet and its use in forecasting time series data.
Show steps
-
Watch online tutorials and webinars on fbprophet.
-
Read the official documentation and explore the fbprophet library.
-
Follow along with examples and case studies.
Four other activities
Expand to see all activities and additional details
Show all seven activities
Solve practice problems on Covid-19 time series analysis
Show steps
Apply your knowledge in forecasting Covid-19 related cases using a time series approach.
Browse courses on
Time Series Forecasting
Show steps
-
Find online resources for practice problems.
-
Use real-world data to solve problems.
-
Compare your results with others or discuss them in a forum.
Discuss time series forecasting techniques and applications with peers
Show steps
Exchange knowledge and ideas with peers to enhance your understanding of time series forecasting.
Browse courses on
Time Series Forecasting
Show steps
-
Join online forums or study groups dedicated to time series forecasting.
-
Participate in discussions and share your perspectives.
-
Collaborate on projects and learn from others' approaches.
Create a Covid-19 forecasting model using fbprophet
Show steps
Build a functional fbprophet model to forecast Covid-19 related cases for the United States.
Browse courses on
Time Series Forecasting
Show steps
-
Install fbprophet and import the necessary libraries.
-
Load and prepare the historical Covid-19 data.
-
Create and train the fbprophet model.
-
Validate the model and evaluate its performance.
-
Generate and visualize the forecasted values.
Write a blog post or article on the applications of time series forecasting
Show steps
Reinforce your knowledge and share your understanding by creating content on time series forecasting.
Browse courses on
Time Series Forecasting
Show steps
-
Choose a specific topic or case study within time series forecasting.
-
Research and gather relevant information.
-
Write a well-structured and informative blog post or article.
-
Publish and share your content online.
Review time series forecasting
Show steps
Review the basics of time series forecasting and its use in modeling and understanding real-world phenomena.
Browse courses on
Time Series Forecasting
Show steps
Show steps
Show steps
- Read a book or online article on time series forecasting fundamentals.
- Review statistical concepts such as stationarity, seasonality, and trend.
- Practice identifying these characteristics in historical data.
Brush up on Python programming
Show steps
Ensure you have a solid foundation in Python as it is essential for working with time series data.
Browse courses on
Python Programming
Show steps
Show steps
Show steps
- Review online tutorials or take a refresher course on Python.
- Practice writing simple Python scripts.
- Work through Python coding challenges.
Learn about fbprophet and its applications in time series forecasting
Show steps
Gain a deeper understanding of fbprophet and its use in forecasting time series data.
Show steps
Show steps
Show steps
- Watch online tutorials and webinars on fbprophet.
- Read the official documentation and explore the fbprophet library.
- Follow along with examples and case studies.
Four other activities
Expand to see all activities and additional details
Show all seven activities
Solve practice problems on Covid-19 time series analysis
Show steps
Apply your knowledge in forecasting Covid-19 related cases using a time series approach.
Browse courses on
Time Series Forecasting
Show steps
Show steps
Show steps
- Find online resources for practice problems.
- Use real-world data to solve problems.
- Compare your results with others or discuss them in a forum.
Discuss time series forecasting techniques and applications with peers
Show steps
Exchange knowledge and ideas with peers to enhance your understanding of time series forecasting.
Browse courses on
Time Series Forecasting
Show steps
Show steps
Show steps
- Join online forums or study groups dedicated to time series forecasting.
- Participate in discussions and share your perspectives.
- Collaborate on projects and learn from others' approaches.
Create a Covid-19 forecasting model using fbprophet
Show steps
Build a functional fbprophet model to forecast Covid-19 related cases for the United States.
Browse courses on
Time Series Forecasting
Show steps
Show steps
Show steps
- Install fbprophet and import the necessary libraries.
- Load and prepare the historical Covid-19 data.
- Create and train the fbprophet model.
- Validate the model and evaluate its performance.
- Generate and visualize the forecasted values.
Write a blog post or article on the applications of time series forecasting
Show steps
Reinforce your knowledge and share your understanding by creating content on time series forecasting.
Browse courses on
Time Series Forecasting
Show steps
Show steps
Show steps
- Choose a specific topic or case study within time series forecasting.
- Research and gather relevant information.
- Write a well-structured and informative blog post or article.
- Publish and share your content online.
Career center
Learners who complete Covid-19 Cases Forecasting Using Fbprophet will develop knowledge and skills
that may be useful to these careers:
Epidemiologist
Epidemiologist
Epidemiologists are scientists who study the distribution and patterns of health-related events within populations. In their work, Epidemiologists often analyze data to track disease outbreaks and identify risk factors. Taking this course will give aspiring Epidemiologists hands-on experience using Fbprophet to forecast disease transmission, a valuable skill for monitoring and responding to outbreaks.
Data Scientist
Data Scientist
Data Scientists are professionals who apply scientific methods and knowledge to extract meaningful insights from data across many industries, including healthcare. By taking this course, aspiring Data Scientists will be introduced to forecasting models and methods, which are important skills for this role. Specifically, the hands-on experience with Fbprophet, a popular time-series forecasting library, will be directly applicable to use cases involving healthcare data.
Healthcare Data Analyst
Healthcare Data Analyst
Healthcare Data Analysts use data analysis techniques to improve patient care and optimize healthcare operations. They work with large datasets to identify patterns, trends, and insights that can inform decision-making. This course will provide aspiring Healthcare Data Analysts with a foundation in time-series forecasting using Fbprophet, which is particularly relevant for analyzing and forecasting healthcare data.
Public Health Analyst
Public Health Analyst
Public Health Analysts develop and implement programs that promote health and well-being within communities. They use data analysis to identify trends, evaluate risks, and develop strategies to improve public health outcomes. This course will introduce aspiring Public Health Analysts to forecasting models and provide practical experience using Fbprophet, which can be used to forecast the spread of diseases and evaluate the impact of public health interventions.
Biostatistician
Biostatistician
Biostatisticians use statistical methods to design, analyze, and interpret data from biological and medical research. They work in a variety of settings, including academia, industry, and government. This course will introduce aspiring Biostatisticians to forecasting models and provide hands-on experience using Fbprophet, a valuable tool for forecasting disease incidence and prevalence.
Clinical Research Associate
Clinical Research Associate
Clinical Research Associates manage and coordinate clinical trials, which are research studies that evaluate the safety and efficacy of new medical treatments. They work closely with researchers, physicians, and patients to ensure that trials are conducted ethically and efficiently. This course will introduce aspiring Clinical Research Associates to forecasting models and provide hands-on experience using Fbprophet, which can be used to forecast patient enrollment, adverse events, and other trial-related outcomes.
Health Policy Analyst
Health Policy Analyst
Health Policy Analysts develop and evaluate policies that impact the health of populations. They work with policymakers, healthcare providers, and other stakeholders to identify and address health issues. This course will introduce aspiring Health Policy Analysts to forecasting models and provide hands-on experience using Fbprophet, which can be used to forecast the spread of diseases and evaluate the impact of public health interventions. This knowledge can help Health Policy Analysts develop more effective policies to improve public health outcomes.
Health Economist
Health Economist
Health Economists use economic principles to analyze and evaluate healthcare systems and policies. They work with policymakers, healthcare providers, and insurers to develop strategies to improve the efficiency and effectiveness of healthcare spending. This course will introduce aspiring Health Economists to forecasting models and provide hands-on experience using Fbprophet, which can be used to forecast healthcare costs and utilization. This knowledge can help Health Economists develop more informed and effective policies to improve the healthcare system.
Healthcare Marketer
Healthcare Marketer
Healthcare Marketers develop and implement marketing campaigns for healthcare products and services. They work with a variety of audiences, including patients, healthcare providers, and insurers. This course will introduce aspiring Healthcare Marketers to forecasting models and provide hands-on experience using Fbprophet, which can be used to forecast market trends and customer behavior. This knowledge can help Healthcare Marketers develop more effective marketing campaigns and reach their target audiences more effectively.
Medical Writer
Medical Writer
Medical Writers create written materials that communicate scientific and medical information to a variety of audiences. They work with researchers, physicians, and other healthcare professionals to develop educational materials, patient brochures, and scientific manuscripts. This course will introduce aspiring Medical Writers to forecasting models and provide hands-on experience using Fbprophet, which can be used to forecast the spread of diseases and evaluate the impact of public health interventions. This knowledge can help Medical Writers create more informed and effective written materials for healthcare professionals and the public.
Health Communication Specialist
Health Communication Specialist
Health Communication Specialists develop and implement communication strategies to promote health and well-being. They work with a variety of audiences, including patients, healthcare providers, and the general public. This course will introduce aspiring Health Communication Specialists to forecasting models and provide hands-on experience using Fbprophet, which can be used to forecast the spread of diseases and evaluate the impact of public health interventions. This knowledge can help Health Communication Specialists develop more effective communication campaigns to promote healthy behaviors and improve public health outcomes.
Healthcare Consultant
Healthcare Consultant
Healthcare Consultants provide consulting services to healthcare organizations, including hospitals, clinics, and insurance companies. They help these organizations improve their operations, efficiency, and patient care. This course will introduce aspiring Healthcare Consultants to forecasting models and provide hands-on experience using Fbprophet, which can be used to forecast healthcare costs and utilization. This knowledge can help Healthcare Consultants develop more informed recommendations for their clients.
Pharmaceutical Sales Representative
Pharmaceutical Sales Representative
Pharmaceutical Sales Representatives market and sell pharmaceutical products to healthcare providers. They work with doctors, nurses, and other healthcare professionals to educate them about new medications and treatments. This course will introduce aspiring Pharmaceutical Sales Representatives to forecasting models and provide hands-on experience using Fbprophet, which can be used to forecast drug sales and market trends. This knowledge can help Pharmaceutical Sales Representatives develop more effective sales strategies and better serve their customers.
Medical Device Sales Representative
Medical Device Sales Representative
Medical Device Sales Representatives market and sell medical devices to healthcare providers. They work with doctors, nurses, and other healthcare professionals to educate them about new devices and technologies. This course will introduce aspiring Medical Device Sales Representatives to forecasting models and provide hands-on experience using Fbprophet, which can be used to forecast sales and market trends. This knowledge can help Medical Device Sales Representatives develop more effective sales strategies and better serve their customers.
Healthcare Administrator
Healthcare Administrator
Healthcare Administrators manage the day-to-day operations of healthcare organizations, including hospitals, clinics, and insurance companies. They work with a variety of stakeholders, including patients, providers, and staff, to ensure that the organization runs smoothly and efficiently. This course will introduce aspiring Healthcare Administrators to forecasting models and provide hands-on experience using Fbprophet, which can be used to forecast patient volume, staffing needs, and other operational metrics. This knowledge can help Healthcare Administrators make more informed decisions and improve the efficiency of their organizations.
For more career information including salaries, visit:
OpenCourser.com/course/11r5i1/covid
Reading list
We've selected seven 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 Cases Forecasting Using Fbprophet.
Save
This classic textbook provides a comprehensive overview of time series analysis and forecasting. It covers a wide range of topics, from foundational concepts to advanced techniques, and valuable resource for both students and practitioners.
This textbook provides a comprehensive overview of time series analysis and forecasting. It covers a wide range of topics, from foundational concepts to advanced techniques, and valuable resource for both students and practitioners.
Classic in the field of time series analysis. It covers a wide range of topics, from theoretical foundations to practical applications, and valuable resource for both students and practitioners.
This textbook provides a comprehensive overview of statistical models for time series analysis. It covers a wide range of topics, from foundational concepts to advanced techniques, and valuable resource for both students and practitioners.
This classic textbook provides a thorough introduction to time series analysis, covering a wide range of topics from data preparation to forecasting methods. It great resource for students and researchers looking to build a strong foundation in the field.
This textbook provides a gentle introduction to time series analysis. It covers a range of topics, from data preparation to model evaluation, and great resource for beginners looking to get started with time series forecasting.
Save
Provides a very basic introduction to time series analysis and forecasting. It covers a limited range of topics, but great resource for beginners looking to get started with time series forecasting.
For more information about how these books relate to this course, visit:
OpenCourser.com/course/11r5i1/covid
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