diff --git a/README.md b/README.md
index 695af22..7f17950 100644
--- a/README.md
+++ b/README.md
@@ -38,7 +38,7 @@ sudo apt-get install libsndfile1
 
 ### Install PaddlePaddle
 
-See [install](https://www.paddlepaddle.org.cn/install/quick) for more details. This repo requires PaddlePaddle **2.0.0.rc1** or above.
+See [install](https://www.paddlepaddle.org.cn/install/quick) for more details. This repo requires PaddlePaddle **2.0.0rc1** or above.
 
 ### Install Parakeet
 ```bash
diff --git a/docs/source/advanced.rst b/docs/source/advanced.rst
index 262efc5..25b7e48 100644
--- a/docs/source/advanced.rst
+++ b/docs/source/advanced.rst
@@ -2,7 +2,7 @@
 Advanced Usage
 ======================
 
-This sections covers how to extend parakeet by implementing you own models and 
+This sections covers how to extend parakeet by implementing your own models and 
 experiments. Guidelines on implementation are also elaborated.
 
 Model
@@ -90,7 +90,7 @@ practice, we use the dataset and dataloader abstraction.
 
 Dataset
 ^^^^^^^^^^
-Dataset is the representation of a set of examples used for a projet. In most of 
+Dataset is the representation of a set of examples used by a project. In most of 
 the cases, dataset is a collection of examples. Dataset is an object which has 
 methods below.
 
@@ -135,11 +135,11 @@ of running configuration, we use ``yaml`` configuration files.
 
 Also, we want to interact with command line options. Some options that usually 
 change according to running environments is provided by command line arguments. 
-In addition, we wan to override an option in the config file without editing 
+In addition, we want to override an option in the config file without editing 
 it. 
 
 Taking these requirements in to consideration, we use `yacs <https://github.com/rbgirshick/yacs>`_ 
-as a confi management tool. Other tools like `omegaconf <https://github.com/omry/omegaconf>`_ 
+as a config management tool. Other tools like `omegaconf <https://github.com/omry/omegaconf>`_ 
 are also powerful and have similar functions.
 
 In each example provided, there is a ``config.py``, where the default config is 
diff --git a/docs/source/install.rst b/docs/source/install.rst
index 5555672..49f2ea3 100644
--- a/docs/source/install.rst
+++ b/docs/source/install.rst
@@ -5,7 +5,7 @@ Installation
 
 Install PaddlePaddle
 ------------------------
-Parakeet requires PaddlePaddle as its backend. Not that 2.0.0rc1 or newer versions
+Parakeet requires PaddlePaddle as its backend. Note that 2.0.0rc1 or newer versions
 of paddle is required.
 
 Since paddlepaddle has multiple packages depending on the device (cpu or gpu) 
@@ -40,7 +40,7 @@ Experimemts in parakeet often involve audio and spectrum processing, thus
 ``librosa`` and ``soundfile`` are required. ``soundfile`` requires a extra 
 C library ``libsndfile``, which is not always handled by pip.
 
-For windows and mac users, ``libsndfile`` is also installed when Installing
+For windows and mac users, ``libsndfile`` is also installed when installing
 ``soundfile`` via pip, but for linux users, installing ``libsndfile`` via
 system package manager is required. Example commands for popular distributions 
 are listed below.