Merge af29087

Author: bezzazi abir

README.md

@@ -6,3 +6,48 @@
 
 
 # support-vector-machines
+
+## How to install it?
+
+To install support vector machines, go to the Playground (Ctrl+OW) in your [Pharo](https://pharo.org/) image and execute the following Metacello script (select it and press Do-it button or Ctrl+D):
+
+```Smalltalk
+Metacello new
+  baseline: 'AISupportVectorMachines';
+  repository: 'github://pharo-ai/support-vector-machines/src';
+  load.
+```
+
+## How to depend on it?
+
+If you want to add a dependency on support vector machines to your project, include the following lines into your baseline method:
+
+```Smalltalk
+spec
+  baseline: 'AISupportVectorMachines'
+  with: [ spec repository: 'github://pharo-ai/support-vector-machines/src' ].
+```
+
+If you are new to baselines and Metacello, check out the [Baselines](https://github.com/pharo-open-documentation/pharo-wiki/blob/master/General/Baselines.md) tutorial on Pharo Wiki.
+
+## How to use it?
+
+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 ) ).
+outputVector := #( 1 1 -1 -1 ).
+
+model := AISupportVectorMachinesSoftSGD 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 ) ).
+
+model predict: testInput "an AIMatrix(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).