README.md in mnist-learn-0.1.2 vs README.md in mnist-learn-0.1.3

@@ -1,52 +1,52 @@
-# Mnist
-
-Utility ruby gem for easily loading and parsing the MNIST Database of handwritten digits for machine learning purposes.
-
-Based on work by kenta murata.
-
-## Installation
-
-Add this line to your application's Gemfile:
-
-```ruby
-gem 'mnist-learn'
-```
-
-And then execute:
-
-    $ bundle
-
-Or install it yourself as:
-
-    $ gem install mnist-learn
-
-## Usage
-
-Load test and training data easily.
-
-```ruby
-require 'mnist-learn'
-
-minst = Mnist.read_data_sets('data', one_hot: false) # auto download test and training archives and store them in /data
-images = minst.train.images
-labels = minst.train.labels
-
-#you can also iterate in batches
-
-train_images, train_labels = minst.train.next_batch(100)
-test_images, test_labels = minst.test.next_batch(100)
-```
-
-## Development
-
-After checking out the repo, run `bin/setup` to install dependencies. Then, run `bin/console` for an interactive prompt that will allow you to experiment.
-
-To install this gem onto your local machine, run `bundle exec rake install`. To release a new version, update the version number in `version.rb`, and then run `bundle exec rake release` to create a git tag for the version, push git commits and tags, and push the `.gem` file to [rubygems.org](https://rubygems.org).
-
-## Contributing
-
-1. Fork it ( https://github.com/[my-github-username]/mnist-learn/fork )
-2. Create your feature branch (`git checkout -b my-new-feature`)
-3. Commit your changes (`git commit -am 'Add some feature'`)
-4. Push to the branch (`git push origin my-new-feature`)
-5. Create a new Pull Request
+# Mnist
+
+Utility ruby gem for easily loading and parsing the MNIST Database of handwritten digits for machine learning purposes.
+
+Based on work by kenta murata.
+
+## Installation
+
+Add this line to your application's Gemfile:
+
+```ruby
+gem 'mnist-learn'
+```
+
+And then execute:
+
+    $ bundle
+
+Or install it yourself as:
+
+    $ gem install mnist-learn
+
+## Usage
+
+Load test and training data easily.
+
+```ruby
+require 'mnist-learn'
+
+minst = Mnist.read_data_sets('data', one_hot: false) # auto download test and training archives and store them in /data
+images = minst.train.images
+labels = minst.train.labels
+
+#you can also iterate in batches
+
+train_images, train_labels = minst.train.next_batch(100)
+test_images, test_labels = minst.test.next_batch(100)
+```
+
+## Development
+
+After checking out the repo, run `bin/setup` to install dependencies. Then, run `bin/console` for an interactive prompt that will allow you to experiment.
+
+To install this gem onto your local machine, run `bundle exec rake install`. To release a new version, update the version number in `version.rb`, and then run `bundle exec rake release` to create a git tag for the version, push git commits and tags, and push the `.gem` file to [rubygems.org](https://rubygems.org).
+
+## Contributing
+
+1. Fork it ( https://github.com/[my-github-username]/mnist-learn/fork )
+2. Create your feature branch (`git checkout -b my-new-feature`)
+3. Commit your changes (`git commit -am 'Add some feature'`)
+4. Push to the branch (`git push origin my-new-feature`)
+5. Create a new Pull Request