diff --git a/.travis.yml b/.travis.yml
index a226139f..0927c744 100644
--- a/.travis.yml
+++ b/.travis.yml
@@ -20,8 +20,6 @@ before_install:
 install:
   - conda create --yes -n shorttext-test python=$TRAVIS_PYTHON_VERSION
   - source activate shorttext-test
-  - sudo apt-get install python-dev
-  - sudo apt-get install python3-dev
   - pip install Cython
   - pip install -U numpy
   - pip install -U scipy
diff --git a/README.md b/README.md
index d9ee5ee0..16cd15c7 100644
--- a/README.md
+++ b/README.md
@@ -29,6 +29,12 @@ Characteristics:
 - character-level sequence-to-sequence (seq2seq) learning; and
 - spell correction.
 
+## Documentation
+
+Documentation and tutorials for `shorttext` can be found here: [http://shorttext.rtfd.io/](http://shorttext.rtfd.io/).
+
+[FAQ](https://shorttext.readthedocs.io/en/latest/faq.html).
+
 ## Installation
 
 To install it, in a console, use `pip`.
@@ -76,6 +82,7 @@ If you would like to contribute, feel free to submit the pull requests. You can
 
 ## News
 
+* 01/29/2019: `shorttext` 1.0.6 released.
 * 01/13/2019: `shorttext` 1.0.5 released.
 * 10/03/2018: `shorttext` 1.0.4 released.
 * 08/06/2018: `shorttext` 1.0.3 released.
@@ -114,10 +121,8 @@ If you would like to contribute, feel free to submit the pull requests. You can
 
 ## Possible Future Updates
 
-- [x] Moving the testing word2vec model to AWS S3;
 - [ ] More scalability;
 - [ ] Including BERT models;
 - [ ] Dividing components to other packages;
-- [ ] Jupyter notebooks as tutorials;
 - [ ] Compatibility with Python 3.7;
 - [ ] More available corpus.
diff --git a/apidocs/source/conf.py b/apidocs/source/conf.py
index 4e305607..06d9a813 100644
--- a/apidocs/source/conf.py
+++ b/apidocs/source/conf.py
@@ -60,7 +60,7 @@
 # The short X.Y version.
 version = '1.0'
 # The full version, including alpha/beta/rc tags.
-release = '1.0.5'
+release = '1.0.6'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/docs/conf.py b/docs/conf.py
index b9d551f5..71386d66 100644
--- a/docs/conf.py
+++ b/docs/conf.py
@@ -58,7 +58,7 @@
 # The short X.Y version.
 version = u'1.0'
 # The full version, including alpha/beta/rc tags.
-release = u'1.0.5'
+release = u'1.0.6'
 
 # The language for content autogenerated by Sphinx. Refer to documentation
 # for a list of supported languages.
diff --git a/docs/faq.rst b/docs/faq.rst
index a0f15ad7..e6fdd801 100644
--- a/docs/faq.rst
+++ b/docs/faq.rst
@@ -98,7 +98,7 @@ Ans: This functionality is removed since release 0.5.11, due to the following re
 * the results are incorrect.
 
 
-**Q9. I am having trouble in install `shorttext` on Google Cloud Platform. What should I do?
+**Q9. I am having trouble in install `shorttext` on Google Cloud Platform. What should I do?**
 
 Ans: There is no "Python.h". Run: `sudo apt-get install python3-dev` in SSH shell of the VM instance.
 
diff --git a/docs/news.rst b/docs/news.rst
index fa879dfb..3bd0db1b 100644
--- a/docs/news.rst
+++ b/docs/news.rst
@@ -1,6 +1,7 @@
 News
 ====
 
+* 01/29/2019: `shorttext` 1.0.6 released.
 * 01/13/2019: `shorttext` 1.0.5 released.
 * 10/03/2018: `shorttext` 1.0.4 released.
 * 08/06/2018: `shorttext` 1.0.3 released.
@@ -41,6 +42,13 @@ News
 What's New
 ----------
 
+Release 1.0.6 (January 29, 2019)
+--------------------------------
+
+* Documentation change;
+* Word-embedding model used in unit test stored in Amazon S3 bucket.
+
+
 Release 1.0.5 (January 13, 2019)
 --------------------------------
 
diff --git a/setup.py b/setup.py
index 998e747d..f874bc76 100644
--- a/setup.py
+++ b/setup.py
@@ -19,7 +19,7 @@ def readme():
 
 
 setup(name='shorttext',
-      version="1.0.6a01",
+      version="1.0.6",
       description="Short Text Mining",
       long_description=readme(),
       classifiers=[