diff --git a/README.md b/README.md
index 573ba923..6e11c297 100644
--- a/README.md
+++ b/README.md
@@ -117,14 +117,21 @@ def validation_end(self, outputs):
 ```
    
 ## TensorboardX    
+Lightning is fully integrated with tensorboardX.   
+
 <p align="center">
   <a href="https://williamfalcon.github.io/pytorch-lightning/">
-    <img alt="" src="https://github.com/williamFalcon/pytorch-lightning/blob/master/docs/source/_static/tf_loss.png" width="50">
-        <img alt="" src="https://github.com/williamFalcon/pytorch-lightning/blob/master/docs/source/_static/tf_tags.png" width="50">
+    <img alt="" src="https://github.com/williamFalcon/pytorch-lightning/blob/master/docs/source/_static/tf_loss.png" width="900px">
   </a>
 </p>
 
-All lightning experiments log in a nicely structured folder structure compatible with tensorboardX. Simply run the following command to view your experiments.   
+Lightning also adds a text column with all the hyperparameters for this experiment.      
+
+<p align="center">
+  <a href="https://williamfalcon.github.io/pytorch-lightning/">
+        <img alt="" src="https://github.com/williamFalcon/pytorch-lightning/blob/master/docs/source/_static/tf_tags.png" width="900px">
+  </a>
+</p>
 
 Simply note the path you set for the Experiment    
 ``` {.python}   
@@ -141,7 +148,7 @@ And run tensorboard from that dir
 tensorboard --logdir /some/path     
 ```    
 
-## Lightning gives you options to control the following:
+## Lightning automatically automates all of the following ([each is also configurable](https://williamfalcon.github.io/pytorch-lightning/Trainer/)):
 
 ###### Checkpointing    
 
diff --git a/requirements.txt b/requirements.txt
index 96d2d192..730be99c 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -1,41 +1,32 @@
-absl-py==0.7.1
-astor==0.8.0
-bleach==3.1.0
-certifi==2019.6.16
-cffi==1.12.3
-chardet==3.0.4
-docutils==0.14
-gast==0.2.2
-google-pasta==0.1.7
-grpcio==1.21.1
-h5py==2.9.0
-idna==2.8
-imageio==2.5.0
-Keras-Applications==1.0.8
-Keras-Preprocessing==1.1.0
-Markdown==3.1.1
-mkl-fft==1.0.12
+
+atomicwrites==1.2.1
+attrs==18.2.0
+certifi==2018.11.29
+cffi==1.11.5
+imageio==2.4.1
+mkl-fft==1.0.6
 mkl-random==1.0.2
-numpy==1.16.4
+more-itertools==5.0.0
+numpy==1.15.4
 olefile==0.46
-pandas==0.24.2
-Pillow==6.0.0
-pkginfo==1.5.0.1
-protobuf==3.8.0
+pandas==0.23.4
+Pillow==5.3.0
+pluggy==0.8.0
+py==1.7.0
 pycparser==2.19
-Pygments==2.4.1
-python-dateutil==2.8.0
-pytz==2019.1
-readme-renderer==24.0
-requests==2.22.0
-requests-toolbelt==0.9.1
+pytest==4.0.2
+python-dateutil==2.7.5
+pytz==2018.7
+scikit-learn==0.20.2
+scipy==1.2.0
 six==1.12.0
+sklearn==0.0
 tensorboard==1.14.0
 tensorboardX==1.7
 tensorflow==1.14.0
-tensorflow-estimator==1.14.0
-termcolor==1.1.0
 test-tube==0.643
+torch==1.0.0
+torchvision==0.2.1
 tqdm==4.32.1
 twine==1.13.0
 urllib3==1.25.3