README.md in disco-0.1.2 vs README.md in disco-0.1.3

- old
+ new

@@ -242,23 +242,29 @@ ```ruby [{user_id: 1, item_id: 1, rating: 5}, {user_id: 2, item_id: 1, rating: 3}] ``` +Or a Rover data frame + +```ruby +Rover.read_csv("ratings.csv") +``` + Or a Daru data frame ```ruby Daru::DataFrame.from_csv("ratings.csv") ``` -## Faster Similarity [experimental] +## Faster Similarity If you have a large number of users/items, you can use an approximate nearest neighbors library like [NGT](https://github.com/ankane/ngt) to speed up item-based recommendations and similar users. Add this line to your application’s Gemfile: ```ruby -gem 'ngt', '>= 0.2.3' +gem 'ngt', '>= 0.3.0' ``` Speed up item-based recommendations with: ```ruby