diff --git a/README.md b/README.md
index 220f9fb..4760f85 100644
--- a/README.md
+++ b/README.md
@@ -4,14 +4,8 @@ Read [Generalized Linear Models (GLM)](http://www.wright.edu/~thaddeus.tarpey/ES
  * Check out this [deck](http://www.mc.vanderbilt.edu/gcrc/workshop_files/2004-11-12.pdf) introducing logistic regression.
  * Read [William King's logistic regression tutorial](http://ww2.coastal.edu/kingw/statistics/R-tutorials/logistic.html) with examples in `R`. It explains terms nicely and gives good illustrative examples.
 
-### Session Slides
-
-@[gslides](1VYmw480CTnVDPPG6E9rAFc9P1ukuMlg2ATCjEnO_BLY)
-
 ### Post Reads
 
-Optional:
-
  * Read [Generative and Discriminative Classifiers: Naive Bayes and Logistic Regression](http://www.cs.cmu.edu/~tom/mlbook/NBayesLogReg.pdf). This will likely help you to better understand both Naive Bayes and logistic regression, and how they can be thought of as related.
  * The UCLA Institute for Digital Research and Education has a lot of resources on using statistical software, such as: [R Data Analysis Examples: Logit Regression](http://www.ats.ucla.edu/stat/r/dae/logit.htm).
  * For a few general multiclass reduction approaches, read these papers on [Weighted One-Against All](http://hunch.net/~jl/projects/reductions/woa/woa.pdf) and [Error-Correcting Tournaments](http://hunch.net/~beygel/tournament.pdf).
diff --git a/build_model.py b/build_model.py
index 0990d56..350a827 100644
--- a/build_model.py
+++ b/build_model.py
@@ -13,7 +13,7 @@
 X_train, y_train = pickle.load(open(ROOT_DIR + "/data/german_train.p", "rb"))
 
 def build():
-    creditClf = RandomForestClassifier(n_estimators=20, random_state=1)
+    creditClf = LogisticRegression(random_state=1)
     creditClf.fit(X=X_train, y=y_train)
     return creditClf
 
@@ -26,4 +26,4 @@ def verify(clf, X, y):
 
 if __name__ == "__main__":
     creditClf = build()
-    verify(creditClf, X_train, y_train)
\ No newline at end of file
+    verify(creditClf, X_train, y_train)
diff --git a/build_model.pyc b/build_model.pyc
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index 0000000..6fed218
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diff --git a/tests/__init__.pyc b/tests/__init__.pyc
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index 0000000..14b6672
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diff --git a/tests/test_build_model.pyc b/tests/test_build_model.pyc
new file mode 100644
index 0000000..f4a272c
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