Update README.md

neural_programmer/README.md

-Implementation of the Neural Programmer model described in https://openreview.net/pdf?id=ry2YOrcge
+# Neural Programmer
 
-Download and extract the data from https://www.dropbox.com/s/9tvtcv6lmy51zfw/data.zip?dl=0. Change the data_dir FLAG to the location of the data.
+Implementation of the Neural Programmer model described in [paper](https://openreview.net/pdf?id=ry2YOrcge)
 
-Training: python neural_programmer.py. The models are written to FLAGS.output_dir
+Download and extract the data from [dropbox](https://www.dropbox.com/s/9tvtcv6lmy51zfw/data.zip?dl=0). Change the ``data_dir FLAG`` to the location of the data.
 
-Testing: python neural_programmer.py --evaluator_job=True. The models are loaded from FLAGS.output_dir. The evaluation is done on development data.
+### Training 
+``python neural_programmer.py`` 
 
-In case of errors because of encoding, add "# -*- coding: utf-8 -*-" as the first line in wiki_data.py
+The models are written to FLAGS.output_dir
+
+### Testing 
+``python neural_programmer.py --evaluator_job=True``
+
+The models are loaded from ``FLAGS.output_dir``. The evaluation is done on development data.
+
+In case of errors because of encoding, add ``"# -*- coding: utf-8 -*-"`` as the first line in ``wiki_data.py``
 
 Maintained by Arvind Neelakantan (arvind2505)