Baskı/Yayın Bilgisi 2022
İçindekiler:
“…-- A business case for interpretability -- Better decisions -- More trusted brands -- More ethical -- More profitable -- Summary -- Image sources -- Dataset sources -- Further
reading -- Chapter 2: Key Concepts of Interpretability -- Technical requirements -- The mission -- Details about CVD -- The approach -- Preparations -- Loading the libraries -- Understanding and preparing the data -- The data dictionary -- Data preparation -- Interpretation method types and scopes -- Model interpretability method types -- Model interpretability scopes -- Interpreting individual predictions with logistic regression -- Appreciating what hinders machine learning interpretability -- Non-linearity -- Interactivity -- Non-monotonicity -- Mission accomplished -- Summary -- Further
reading -- Chapter 3: Interpretation Challenges -- Technical requirements -- The mission -- The approach -- The preparations -- Loading the libraries -- Understanding and preparing the data -- The data dictionary -- Data preparation -- Reviewing traditional model interpretation methods -- Predicting minutes delayed with various regression methods -- Classifying flights as delayed or not delayed with various classification methods --
Training and evaluating the classification models.…”
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