Merge c7be783

Author: bezzazi abir

README.md

@@ -35,19 +35,19 @@ If you are new to baselines and Metacello, check out the [Baselines](https://git
 Here's an example of how to use soft margin SVM. For that, open a Playground (CMD+OW) in your Pharo image and execute this code (CMD+A) and then (CMD+PP)
 
 ```st
-inputMatrix := AIMatrix from: #( #( 1 0 0 ) #( 1 1 1 ) #( 1 3 3 ) #( 1 4 4 ) ).
+inputMatrix :=#( #( 1 0 0 ) #( 1 1 1 ) #( 1 3 3 ) #( 1 4 4 ) ).
 outputVector := #( 1 1 -1 -1 ).
 
-model := AISupportVectorMachinesSoftSGD new.
+model := AISupportVectorMachines new.
 model regularizationStrenght: 10000.
 model learningRate: 1e-6.
 model maxEpochs: 5000.
 
 model fitX: inputMatrix y: outputVector.
 
-testInput := AIMatrix from: #( #( 1 -1 -1 ) #( 1 5 5 ) #( 1 6 6 ) #( 1 7 7 ) ).
+testInput := #( #( 1 -1 -1 ) #( 1 5 5 ) #( 1 6 6 ) #( 1 7 7 ) ).
 
-model predict: testInput "an AIMatrix(1 -1 -1 -1)"
+model predict: testInput  "#(1 -1 -1 -1)"
 ```
 
 To understand this example and the soft margin svm in general please refer to our [Wiki](https://github.com/pharo-ai/wiki/blob/master/wiki/MachineLearning/Support-Vector-Machines.md).