README.md in torch-rb-0.1.2 vs README.md in torch-rb-0.1.3

- old
+ new

@@ -28,12 +28,14 @@
 - Methods that return booleans use `?` instead of `is_`  (`tensor?` instead of `is_tensor`)
 - Numo is used instead of NumPy (`x.numo` instead of `x.numpy()`)
 
 Many methods and options are missing at the moment. PRs welcome!
 
-Some examples below are from [Deep Learning with PyTorch: A 60 Minutes Blitz](https://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html).
+## Tutorial
 
+Some examples below are from [Deep Learning with PyTorch: A 60 Minutes Blitz](https://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html)
+
 ### Tensors
 
 Create a tensor from a Ruby array
 
 ```ruby
@@ -143,11 +145,11 @@
 
 Convert a Numo array to a tensor
 
 ```ruby
 b = Numo::NArray.cast([1, 2, 3])
-Torch.from_numpy(b)
+Torch.from_numo(b)
 ```
 
 ### Autograd
 
 Create a tensor with `requires_grad: true`
@@ -178,14 +180,14 @@
 
 Stop autograd from tracking history
 
 ```ruby
 x.requires_grad # true
-(x ** 2).requires_grad # true
+(x**2).requires_grad # true
 
 Torch.no_grad do
-  (x ** 2).requires_grad # false
+  (x**2).requires_grad # false
 end
 ```
 
 ### Neural Networks
 
@@ -357,10 +359,17 @@
 
   ```ruby
   Torch.zeros(3) # tensor([0, 0, 0])
   ```
 
+## Examples
+
+Here are a few full examples:
+
+- [Image classification with MNIST](examples/mnist)
+- [Collaborative filtering with MovieLens](examples/movielens)
+
 ## LibTorch Installation
 
 [Download LibTorch](https://pytorch.org/). For Linux, use the `cxx11 ABI` version. Then run:
 
 ```sh
@@ -403,10 +412,10 @@
 
 ```sh
 git clone https://github.com/ankane/torch-rb.git
 cd torch-rb
 bundle install
-bundle exec rake compile
+bundle exec rake compile -- --with-torch-dir=/path/to/libtorch
 bundle exec rake test
 ```
 
 Here are some good resources for contributors:
 