09.Machine learning05.Causation - sporedata/researchdesigneR GitHub Wiki

1. Use cases: in which situations should I use this method?

• Whenever the bias present in the dataset used to train the machine learning model will negatively affect the decisions made based on the decision support system containing the machine learning model

2. Input: what kind of data does the method require?

• Large, observational data

3. Algorithm: how does the method work?

Model mechanics

Reporting guidelines

Data science packages

• dowhy

Suggested companion methods

• Decision support systems
• Bayesian networks

Learning materials

1. Books
2. Articles
   • Common references for machine learning

4. Output: how do I interpret this method's results?

Mock conclusions or most frequent format for conclusions reached at the end of a typical analysis.

Tables, plots, and their interpretation

5. SporeData-specific

Templates

Data science functions

References