fix formatting, add images

README.md

@@ -28,6 +28,9 @@ Quick stats: Geforce 1060, 6gb, ~4 minutes for 150k steps and ~78.5% accuracy.
 
 `python website.py`, you'll need Flask.
 
+![Form](images/form.png)
+
+
 ## FAQS
 
 **Does this mean colleges don't care about me as a person for the most part?**

neuralnet/README.MD

@@ -17,4 +17,6 @@ Trained on GeForce 1060, 6GB. ~4 minutes for 150,000 steps @ 78.5% accuracy on a
 
 No overfitting observed. Cross validation dataset and cross validation scripts are not provided due to licensing issues. :sadparrot:
 
-*Interestingly, it would appear even if overfitting occurred, that this may not affect our true accuracy, as college admissions behave as if overfitted... but this is a conjecture to be tested at a later point.*
+*Interestingly, it would appear even if overfitting occurred, that this may not affect our true accuracy, as college admissions behave as if overfitted... but this is a conjecture to be tested at a later point.*
+
+The `train` directory is at the root level. The `train` directory in this folder is used simply for testing.

neuralnet/predict.py

@@ -44,7 +44,7 @@
 classifier = tf.contrib.learn.DNNClassifier(feature_columns=feature_columns,
                                             hidden_units=[10, 20, 10],
                                             n_classes=3,
-                                            model_dir="./neuralnet/train/model/" +
+                                            model_dir="./train/model/" +
                                             dataset_filename[dataset_filename.rfind(
                                                 '/') + 1:-4],
                                             config=tf.contrib.learn.RunConfig(

neuralnet/train/model/carnegie_mellon/checkpoint

@@ -0,0 +1,2 @@
+model_checkpoint_path: "model.ckpt-1"
+all_model_checkpoint_paths: "model.ckpt-1"