Python for Biostatistics: Analyzing Infectious Diseases Data

سرفصل های دوره

Forecast infectious disease rate, build epidemiological modelling, and map the spread of infectious disease with heatmap

1. Introduction

1. Introduction to the Course

2.1 Python for Biostatistics.pptx

2. Table of Contents

3. Whom This Course is Intended for

2. Tools, IDE, and Datasets

1.1 Python.html

1. Tools, IDE, and Datasets

3. Introduction to Biostatistics

1. Introduction to Biostatistics

4. Calculating Infectious Disease Transmission with SIR Model

1.1 sir model.zip

1. Calculating Infectious Disease Transmission with SIR Model

5. Factors That Accelerate the Spread of Infectious Disease

1.1 Population Density.html

1. Factors That Accelerate the Spread of Infectious Disease

6. Setting Up Google Colab IDE

1.1 Google Colab IDE.html

1. Setting Up Google Colab IDE

7. Finding & Downloading Infectious Disease Dataset From Kaggle

1.1 Kaggle.html

1. Finding & Downloading Infectious Disease Dataset From Kaggle

8. Project Preparation

1.1 Infectious Disease Dataset.html

1. Uploading Infectious Disease Dataset to Google Colab

2.1 infectiousdiseasedataoverview.zip

2. Quick Overview of Infectious Disease Dataset

9. Cleaning Infectious Disease Dataset by Removing Missing Values & Duplicates

1.1 cleaninginfectiousdiseasedataset.zip

1. Cleaning Infectious Disease Dataset by Removing Missing Values & Duplicates

10. Detecting Potential Outliers with Z Score

1.1 detectingpotentialoutliers.zip

1. Detecting Potential Outliers with Z Score

11. Finding Correlation Between Population & Disease Rate

1.1 findingcorrelationbetweenpopulation&diseaserate.zip

1. Finding Correlation Between Population & Disease Rate

12. Analyzing Infected Patients Demographics

1.1 analyzinginfectedpatientsdemographics.zip

1. Analyzing Infected Patients Demographics

13. Mapping Infectious Disease per County with Heatmap

1.1 mappinginfectiousdiseasepercounty.zip

1. Mapping Infectious Disease per County with Heatmap

14. Analyzing Infectious Disease Yearly Trend

1.1 analyzinginfectiousdiseaseyearlytrend.zip

1. Analyzing Infectious Disease Yearly Trend

15. Performing Confidence Interval Analysis

1.1 confidenceintervalanalysis.zip

1. Performing Confidence Interval Analysis

16. Forecasting Infectious Disease Rate with Time Series

1.1 forecastinginfectiousdiseaseratewithtimeseries.zip

1. Forecasting Infectious Disease Rate with Time Series

17. Epidemiological Modelling with SIR Model

1.1 epidemiologicalmodelling.zip

1. Epidemiological Modelling with SIR Model

18. Public Health Policy Evaluation

1.1 publichealthpolicyevaluation.zip

1. Public Health Policy Evaluation

19. Conclusion & Summary

1. Conclusion & Summary

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تولید کننده: Udemy