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Model Development - Coggle Diagram

- - - - Data Cleaning
        
        Feature Selection and Engineering
        
        Model Selection
        
        Metrics
        
        Model Training
        
        Model Tunning
        
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        Technical metrics
        
        Business metrics
        
        Linear
        
        Non-Linear
        
        Mutual Information
        
        Correlation
        
        Create feature
        
        K-mean cluster
        
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        Missing Value
        
        Duplicated Record
        
        Outliers
        
        Scaling
        
        Normalization
        
        Flooring and Ceiling
        
        Parsing Dates
        
        Character Encoding
        
        1 more item...
        
        Standardization
        
        0 and NaN: do they have meanings?
      - Target variable structure
        
        Categorical
        
        Classification
        
        Continuous
        
        Regression
        
        What kind of problem is it?
        
        Uplift modeling (Casual Inference)
        
        Pattern discover(non-supervised, clustering)
        
        time series forcasting