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Udemy - Python For Biostatistics - Analyzing Infectious Diseases Data
TORRENT SUMMARY
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Forecast infectious disease rate, build epidemiological modelling, and map the spread of infectious disease with heatmap
What you'll learn
Learn the basic fundamentals of biostatistics and infectious disease analysis
Learn how to find correlation between population and disease rate
Learn how to analyze infected patient graphics
Learn how to map infectious disease per county using heatmap
Learn how to analyze infectious disease yearly trend
Learn how to perform confidence interval analysis
Learn how to forecast infectious disease rate using time series decomposition
Learn how to do epidemiological modeling using SIR model
Learn how to perform public health policy evaluation
Learn how to calculate infectious disease transmission rate using SIR model
Learn several factors that accelerate the spread of infectious disease, such as population density, herd immunity, and antigenic variation
Learn how to detect potential outliers using Z score method
Learn how to clean dataset by removing missing rows and duplicate values
Learn how to find and download datasets from Kaggle
Requirements
No previous experience in biostatistics is required
Basic knowledge in Python and statistics
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FILE LIST
Filename
Size
~Get Your Files Here !/1. Introduction/1. Introduction to the Course.mp4
34 MB
~Get Your Files Here !/1. Introduction/2. Table of Contents.mp4
45.2 MB
~Get Your Files Here !/1. Introduction/2.1 Python for Biostatistics.pptx
1.1 MB
~Get Your Files Here !/1. Introduction/3. Whom This Course is Intended for.mp4
27.4 MB
~Get Your Files Here !/10. Detecting Potential Outliers with Z Score/1. Detecting Potential Outliers with Z Score.mp4
61 MB
~Get Your Files Here !/10. Detecting Potential Outliers with Z Score/1.1 detectingpotentialoutliers.py
1010 B
~Get Your Files Here !/11. Finding Correlation Between Population & Disease Rate/1. Finding Correlation Between Population & Disease Rate.mp4
51.3 MB
~Get Your Files Here !/11. Finding Correlation Between Population & Disease Rate/1.1 findingcorrelationbetweenpopulation&diseaserate.py
821 B
~Get Your Files Here !/12. Analyzing Infected Patients Demographics/1. Analyzing Infected Patients Demographics.mp4
81.7 MB
~Get Your Files Here !/12. Analyzing Infected Patients Demographics/1.1 analyzinginfectedpatientsdemographics.py
1 KB
~Get Your Files Here !/13. Mapping Infectious Disease per County with Heatmap/1. Mapping Infectious Disease per County with Heatmap.mp4
108.7 MB
~Get Your Files Here !/13. Mapping Infectious Disease per County with Heatmap/1.1 mappinginfectiousdiseasepercounty.py
1 KB
~Get Your Files Here !/14. Analyzing Infectious Disease Yearly Trend/1. Analyzing Infectious Disease Yearly Trend.mp4
86.2 MB
~Get Your Files Here !/14. Analyzing Infectious Disease Yearly Trend/1.1 analyzinginfectiousdiseaseyearlytrend.py
1.4 KB
~Get Your Files Here !/15. Performing Confidence Interval Analysis/1. Performing Confidence Interval Analysis.mp4
28.9 MB
~Get Your Files Here !/15. Performing Confidence Interval Analysis/1.1 confidenceintervalanalysis.py
640 B
~Get Your Files Here !/16. Forecasting Infectious Disease Rate with Time Series/1. Forecasting Infectious Disease Rate with Time Series.mp4
79.2 MB
~Get Your Files Here !/16. Forecasting Infectious Disease Rate with Time Series/1.1 forecastinginfectiousdiseaseratewithtimeseries.py
1.2 KB
~Get Your Files Here !/17. Epidemiological Modelling with SIR Model/1. Epidemiological Modelling with SIR Model.mp4
81.3 MB
~Get Your Files Here !/17. Epidemiological Modelling with SIR Model/1.1 epidemiologicalmodelling.py
1.8 KB
~Get Your Files Here !/18. Public Health Policy Evaluation/1. Public Health Policy Evaluation.mp4
81.7 MB
~Get Your Files Here !/18. Public Health Policy Evaluation/1.1 publichealthpolicyevaluation.py
1.4 KB
~Get Your Files Here !/19. Conclusion & Summary/1. Conclusion & Summary.mp4
43.2 MB
~Get Your Files Here !/2. Tools, IDE, and Datasets/1. Tools, IDE, and Datasets.mp4
89 MB
~Get Your Files Here !/2. Tools, IDE, and Datasets/1.1 Python.html
84 B
~Get Your Files Here !/3. Introduction to Biostatistics/1. Introduction to Biostatistics.mp4
72.4 MB
~Get Your Files Here !/4. Calculating Infectious Disease Transmission with SIR Model/1. Calculating Infectious Disease Transmission with SIR Model.mp4
58.4 MB
~Get Your Files Here !/4. Calculating Infectious Disease Transmission with SIR Model/1.1 SIR Model.png
512.6 KB
~Get Your Files Here !/5. Factors That Accelerate the Spread of Infectious Disease/1. Factors That Accelerate the Spread of Infectious Disease.mp4
54.9 MB
~Get Your Files Here !/5. Factors That Accelerate the Spread of Infectious Disease/1.1 Population Density.html
139 B
~Get Your Files Here !/6. Setting Up Google Colab IDE/1. Setting Up Google Colab IDE.mp4
20.2 MB
~Get Your Files Here !/6. Setting Up Google Colab IDE/1.1 Google Colab IDE.html
95 B
~Get Your Files Here !/7. Finding & Downloading Infectious Disease Dataset From Kaggle/1. Finding & Downloading Infectious Disease Dataset From Kaggle.mp4
63.8 MB
~Get Your Files Here !/7. Finding & Downloading Infectious Disease Dataset From Kaggle/1.1 Kaggle.html
84 B
~Get Your Files Here !/8. Project Preparation/1. Uploading Infectious Disease Dataset to Google Colab.mp4
15.4 MB
~Get Your Files Here !/8. Project Preparation/1.1 Infectious Disease Dataset.html
135 B
~Get Your Files Here !/8. Project Preparation/2. Quick Overview of Infectious Disease Dataset.mp4
31.9 MB
~Get Your Files Here !/8. Project Preparation/2.1 infectiousdiseasedataoverview.py
432 B
~Get Your Files Here !/9. Cleaning Infectious Disease Dataset by Removing Missing Values & Duplicates/1. Cleaning Infectious Disease Dataset by Removing Missing Values & Duplicates.mp4
34.8 MB
~Get Your Files Here !/9. Cleaning Infectious Disease Dataset by Removing Missing Values & Duplicates/1.1 cleaninginfectiousdiseasedataset.py