Machine Learning
6
Predicting the future
Health Metrics and the Spread of Infectious Diseases
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Preface
Introduction
Metrics and Evaluation
1
Health Metrics
2
Metrics components
3
Causes and Risks
Machine Learning
4
Techniques
5
Packages and functions
6
Predicting the future
Data Visualizations
7
Application of the model results
8
Spatial data modeling and Visualization
9
Examples of data visualizations
Infectious Diseases
10
Covid19 Outbreaks
11
The case of Malaria
12
Summary: the state of health
Conclusions
References
Appendices
A
Life tables and Life expectancy
B
Tools used to make this book
C
Tips on converting to Python
Machine Learning
6
Predicting the future
6
Predicting the future
Learning Objectives:
How to use the Predict function
Evaluate prediction results
Improve predictions
5
Packages and functions
Data Visualizations