Merge pull request #92 from JuliaAI/master

Master

README.md

@@ -124,6 +124,7 @@ Xyover, cache = TableTransforms.apply(oversampler, Xy)    # equivalently
 ```
 The `reapply(oversampler, Xy, cache)` method from `TableTransforms` simply falls back to `apply(oversample, Xy)` and the `revert(oversampler, Xy, cache)` reverts the transform by removing the oversampled observations from the table.
 
+Notice that because the interfaces of `MLJ` and `TableTransforms` use the same model names, you will have to specify the source of the model if both are used in the same file (e.g., `Imbalance.TableTransforms.SMOTE`) for the example above.
 
 ## 🎨 Features
 - Supports multi-class variants of the algorithms and both nominal and continuous features

docs/src/index.md

@@ -118,6 +118,8 @@ Xyover, cache = TableTransforms.apply(oversampler, Xy)    # equivalently
 ```
 The `reapply(oversampler, Xy, cache)` method from `TableTransforms` simply falls back to `apply(oversample, Xy)` and the `revert(oversampler, Xy, cache)` reverts the transform by removing the oversampled observations from the table.
 
+Notice that because the interfaces of `MLJ` and `TableTransforms` use the same model names, you will have to specify the source of the model if both are used in the same file (e.g., `Imbalance.TableTransforms.SMOTE`) for the example above.
+
 
 ## Features
 - Supports multi-class variants of the algorithms and both nominal and continuous features

src/common/docs.jl

@@ -55,8 +55,7 @@ const COMMON_DOCS = Dict(
 
     "K" => """
     - `k::Integer=5`: Number of nearest neighbors to consider in the algorithm. Should be within the range """*
-        """`0 < k < n` where n is the number of observations in the smallest class. It will be automatically set to """*
-        """`m-1` for any class with `m` points where `m ≤ k`.
+        """`0 < k < n` where n is the number of observations in the smallest class.
     """,
     "K-FULL" => """
     - `k::Integer=5`: Number of nearest neighbors to consider in the algorithm. Should be within the range """*