From d85710499b065a1ee538eefa86003edf01e8da73 Mon Sep 17 00:00:00 2001
From: AytugAltin <altin.aytug@gmail.com>
Date: Thu, 28 Apr 2022 17:49:20 +0200
Subject: [PATCH 1/3] best model

---
 requirements.txt | 14 +++++++-------
 train.py         | 38 +++++++++++++++++++-------------------
 2 files changed, 26 insertions(+), 26 deletions(-)

diff --git a/requirements.txt b/requirements.txt
index 07ae22e6..4c03d192 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,7 +1,7 @@
-joblib==0.16.0
-numpy==1.19.1
-python-dateutil==2.8.1
-pytz==2020.1
-scipy==1.5.2
-six==1.15.0
-threadpoolctl==2.1.0
+joblib==0.16.0
+numpy==1.19.1
+python-dateutil==2.8.1
+pytz==2020.1
+scipy==1.5.2
+six==1.15.0
+threadpoolctl==2.1.0
diff --git a/train.py b/train.py
index 2dcb69be..f00ee67e 100644
--- a/train.py
+++ b/train.py
@@ -1,19 +1,19 @@
-from sklearn.datasets import make_regression
-from sklearn.linear_model import LinearRegression
-import pickle
-import os
-
-X, y = make_regression(10000,n_features = 10)
-
-# Train a model
-reg = LinearRegression().fit(X, y.ravel())
-# Print out training r2
-print(reg.score(X,y.ravel() ))
-
-# Write the model to a file
-if not os.path.isdir("models/"):
-    os.mkdir("models")
-
-filename = 'models/model.pkl'
-pickle.dump(reg, open(filename, 'wb'))
-
+from sklearn.datasets import make_regression
+from sklearn.linear_model import Lasso
+import pickle
+import os
+
+X, y = make_regression(10000,n_features = 10)
+
+# Train a model
+reg = LinearRegression().fit(X, y.ravel())
+# Print out training r2
+print(reg.score(X,y.ravel() ))
+
+# Write the model to a file
+if not os.path.isdir("models/"):
+    os.mkdir("models")
+
+filename = 'models/model.pkl'
+pickle.dump(reg, open(filename, 'wb'))
+

From 17f26a9149ca4c55bee6cafff8cf7291bdb1d46d Mon Sep 17 00:00:00 2001
From: Aytug <altin.aytug@gmail.com>
Date: Thu, 28 Apr 2022 17:52:12 +0200
Subject: [PATCH 2/3] Update requirements.txt

---
 requirements.txt | 1 +
 1 file changed, 1 insertion(+)

diff --git a/requirements.txt b/requirements.txt
index 4c03d192..6fb92125 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -5,3 +5,4 @@ pytz==2020.1
 scipy==1.5.2
 six==1.15.0
 threadpoolctl==2.1.0
+scikit-learn

From c4041b65dd8557c229c9cd4305276a1aacc6ac4a Mon Sep 17 00:00:00 2001
From: AytugAltin <altin.aytug@gmail.com>
Date: Thu, 28 Apr 2022 17:55:53 +0200
Subject: [PATCH 3/3] added features

---
 train.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/train.py b/train.py
index f00ee67e..793e2cd7 100644
--- a/train.py
+++ b/train.py
@@ -3,7 +3,7 @@
 import pickle
 import os
 
-X, y = make_regression(10000,n_features = 10)
+X, y = make_regression(10000,n_features = 11)
 
 # Train a model
 reg = LinearRegression().fit(X, y.ravel())