Rewrite linear regression (0/1)

.idea/Pierwsze.iml

@@ -2,7 +2,7 @@
 <module type="PYTHON_MODULE" version="4">
   <component name="NewModuleRootManager">
     <content url="file://$MODULE_DIR$" />
-    <orderEntry type="jdk" jdkName="Python 3.8 (untitled)" jdkType="Python SDK" />
+    <orderEntry type="jdk" jdkName="Python 3.8" jdkType="Python SDK" />
     <orderEntry type="sourceFolder" forTests="false" />
   </component>
 </module>

.idea/misc.xml

@@ -3,5 +3,5 @@
   <component name="JavaScriptSettings">
     <option name="languageLevel" value="ES6" />
   </component>
-  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.8 (untitled)" project-jdk-type="Python SDK" />
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.8" project-jdk-type="Python SDK" />
 </project>

code_regression.py

@@ -46,8 +46,8 @@ def read_words(input_path):
     return vocabulary
 
 def train(vocabulary,input_train,expected_train):
-    learning_rate=0.0001
-    learning_precision=0.00000001
+    learning_rate=0.01
+    learning_precision=0.000001
     words_vocabulary={}
     with open(input_train,encoding='utf-8') as input_file, open(expected_train,encoding='utf-8') as expected_file:
         for line, exp in zip(input_file,expected_file):
@@ -104,7 +104,7 @@ def main():
     vocabulary=define_vocabulary('train/in.tsv');
     weights, words = train(vocabulary,'train/in.tsv','train/expected.tsv')
     prediction('dev-0/in.tsv','dev-0/out.tsv',weights,words)
-    prediction('test-A/in.tsv/in.tsv','test-A/out.tsv',weights,words)
+    prediction('test-A/in.tsv','test-A/out.tsv',weights,words)
 
 main()