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lines changed Original file line number Diff line number Diff line change 11.. _cross_validation :
22
3- ================ 
4- Cross-Validation
5- ================ 
3+ ===================================================  
4+ Cross-Validation: evaluating estimator performance 
5+ ===================================================  
66
77.. currentmodule :: sklearn.cross_validation 
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Original file line number Diff line number Diff line change 11.. _grid_search :
22
3- =========== 
4- Grid Search
5- =========== 
3+ ==========================================  
4+ Grid Search: setting estimator parameters 
5+ ==========================================  
66
77.. currentmodule :: sklearn 
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Original file line number Diff line number Diff line change 11.. _pipeline :
22
3- ======== 
4- Pipeline
5- ======== 
3+ ==============================  
4+ Pipeline: chaining estimators 
5+ ==============================  
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77.. currentmodule :: sklearn.pipeline 
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@@ -11,11 +11,11 @@ into one. This is useful as there is often a fixed sequence
1111of steps in processing the data, for example feature selection, normalization
1212and classification. :class: `Pipeline ` serves two purposes here:
1313
14-     Convenience: You only have to call ``fit `` and ``predict `` once on your data to 
15-          fit a whole sequence of estimators.
14+     ** Convenience ** : You only have to call ``fit `` and ``predict `` once on your 
15+     data to  fit a whole sequence of estimators.
1616
17-     Joint parameter selection: You can :ref: `grid_search ` over parameters of all 
18-          estimators in the pipeline at once.
17+     ** Joint parameter selection ** : You can :ref: `grid_search   < grid search >` 
18+     over parameters of all  estimators in the pipeline at once.
1919
2020For estimators to be usable within a pipeline, all except the last one need to have
2121a ``transform `` function. Otherwise, the dataset can not be passed through this
    
 
   
 
     
   
   
          
     
  
    
     
 
    
      
     
 
     
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