message: Revised Installation.md
diff: @@ -10,35 +10,34 @@ conda install -c ezyang onnx
  ## Docker
  -Docker images (CPU-only and GPU versions) with ONNX, PyTorch, and Caffe2 are availiable for quickly trying [tutorials that use ONNX](http://pytorch.org/tutorials/advanced/super_resolution_with_caffe2.html). To quickly try CPU-only version, simply run:
  +Docker images (CPU-only and GPU versions) with ONNX, PyTorch, and Caffe2 are available to quickly try [tutorials that use ONNX](http://pytorch.org/tutorials/advanced/super_resolution_with_caffe2.html). For the CPU-only version, simply run:
  ```
  docker run -it --rm onnx/onnx-docker:cpu /bin/bash
  ```
  -To run the version with GPU support, [nvidia-docker](https://github.com/NVIDIA/nvidia-docker) is needed. Execute:
  +To run the version with GPU support, [nvidia-docker](https://github.com/NVIDIA/nvidia-docker) is needed. Run:
  ```
  nvidia-docker run -it --rm onnx/onnx-docker:gpu /bin/bash
  ```
  ## Source
  -You will need an install of protobuf and numpy to build ONNX. One easy
  -way to get these dependencies is via
  -[Anaconda](https://www.anaconda.com/download/):
  +You will need to install Protobuf and NumPy to build ONNX. An easy
  +way to get these dependencies is via [Anaconda](https://www.anaconda.com/download/):
  ```
  # Use conda-forge protobuf, as defaults doesn't come with protoc
  conda install -c conda-forge protobuf numpy
  ```
  -You can then install ONNX from PyPi (Note: Set environment variable `ONNX_ML=1` for onnx-ml):
  +You can then install ONNX from PyPi (Note: set environment variable `ONNX_ML=1` for onnx-ml):
  ```
  pip install onnx
  ```
  -Note: When installing in a non-Anaconda environment, make sure to install the Protobuf compiler before running the pip installation of onnx. For example, on Ubuntu:
  +Note: When installing in a non-Anaconda environment, make sure to install the Protobuf compiler before running the pip installation of ONNX. For example, on Ubuntu:
  ```
  sudo apt-get install protobuf-compiler libprotoc-dev
  @@ -51,12 +50,11 @@ After installation, run
  python -c "import onnx"
  ```
  -to verify it works. Note that this command does not work from
  -a source checkout directory; in this case you'll see:
  +to verify that it works. Note that this command does not work from
  +a source checkout directory. If working from a source checkout directory, you'll see:
  ```
  ModuleNotFoundError: No module named 'onnx.onnx_cpp2py_export'
  ```
  Change into another directory to fix this error.
  -
  