Chapter 19: Interpret Model
feature impacts on target
overall impact of a feature without consideration of the impact of other features
overall impact of a feature adjusted for the impact of other features
the directional impact of a feature
the partial impact of a feature
the overall impact of features on the target without consideration of other features
treats each features as a standalone effect on target
allows us to focus attention on features most likely to yield additional predictive value if misinterpreted by the AutoML
the overall impact of a feature adjusted for the impact of other features
initiates a calculation of the value of each feature in the context of this model
data robot shuffles values of one feature, then examines model's performance relative to the model that retained all the faetures
left arm, right arm, left leg, right leg
the directional impact of features on a target
whether the presence of a value helps the model by assisting it in predicting readmissions or non readmissions
the partial impact of features on target
data robot averages prediction probabilities
the power of language
word cloud: represents the words that have the highest coefficients
text heavy analysis
hotspots
shows the most relevant combinations of features and their effect on the target