Update README.md

Author: drhyrum

malconv/README.md

@@ -6,7 +6,7 @@ For more details about MalConv, please see (and cite) the [original paper](https
 Raff, Edward, et al. "Malware detection by eating a whole exe." arXiv preprint arXiv:1710.09435 (2017).
 ```
 
-If you use the pre-trained weights or code in your work, we also ask that you please cite [our paper](https://arxiv.org/pdf/1804.04637.pdf) for the implementation of MalConv, is it differs in a few subtle ways from the original.
+If you use the pre-trained weights or code in your work, we also ask that you please cite [our paper](https://arxiv.org/pdf/1804.04637.pdf) for the implementation of MalConv, as it differs in a few subtle ways from the original.
 
 ```
 H. Anderson and P. Roth, "EMBER: An Open Dataset for Training Static PE Malware Machine Learning Models”, in ArXiv e-prints. Apr. 2018.
@@ -29,6 +29,7 @@ H. Anderson and P. Roth, "EMBER: An Open Dataset for Training Static PE Malware
 The code provided is instructional and nonfunctional.  With a few minor changes, it can be made functional.  In particular, you must provide a URL to fetch file contents by sha256 hash.
 
 ## How does this MalConv model differ from that of Raff et al.?
+ * Our model was trained on binary files from labeled samples in the EMBER training set.
  * The original paper used `batch_size = 256` and `SGD(lr=0.01, momentum=0.9, decay=UNDISCLOSED, nesterov=True )`.  We used
  `decay=1e-3` and `batch_size=100`.
  * It is unknown whether the original paper used a special symbol for padding.