From a44571f8a3f702565130df6280604393b7dc1a81 Mon Sep 17 00:00:00 2001
From: Yuwen Hu <54161268+Oscilloscope98@users.noreply.github.com>
Date: Fri, 22 Jul 2022 14:49:43 +0800
Subject: [PATCH] Chronos: Correct typo for Chronos User Guide (#5166)

---
 docs/readthedocs/source/doc/Chronos/Overview/chronos.md | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/docs/readthedocs/source/doc/Chronos/Overview/chronos.md b/docs/readthedocs/source/doc/Chronos/Overview/chronos.md
index 481e2293..224c17d3 100644
--- a/docs/readthedocs/source/doc/Chronos/Overview/chronos.md
+++ b/docs/readthedocs/source/doc/Chronos/Overview/chronos.md
@@ -14,7 +14,7 @@ You can use _Chronos_ to do:
 ---
 ### **2. Install**
 
-Install `bigdl-chronos` from PyPI. We recommened to install with a conda virtual environment. To install Conda, please refer to https://docs.conda.io/en/latest/miniconda.html#.
+Install `bigdl-chronos` from PyPI. We recommend to install with a conda virtual environment. To install Conda, please refer to https://docs.conda.io/en/latest/miniconda.html#.
 ```bash
 conda create -n my_env python=3.7 setuptools=58.0.4
 conda activate my_env
@@ -52,7 +52,7 @@ pip install pyarrow==6.0.1
 ```
 ---
 ### **3. Run**
-Various python programming environments are supported to run a _Chronos_ application.
+Various Python programming environments are supported to run a _Chronos_ application.
 
 #### **3.1 Jupyter Notebook**
 
@@ -64,7 +64,7 @@ jupyter notebook --notebook-dir=./ --ip=* --no-browser
 
 #### **3.2 Python Script**
 
-You can directly write _Chronos_ application in a python file (e.g. script.py) and run in the command line as a normal Python program:
+You can directly write _Chronos_ application in a Python file (e.g. script.py) and run in the command line as a normal Python program:
 
 ```bash
 python script.py
@@ -74,7 +74,7 @@ python script.py
 .. note:: 
     **Optimization on Intel® Hardware**:
     
-     Chronos integrated many optimized library and best known methods(BKMs), users can have best performance to add ``bigdl-nano-init`` before their scripts. 
+     Chronos integrated many optimized libraries and best known methods (BKMs), users can have best performance to add ``bigdl-nano-init`` before their scripts. 
      
      ``bigdl-nano-init python script.py``