diff --git a/README.md b/README.md
index d6e7acbca1..c81f2e9be0 100644
--- a/README.md
+++ b/README.md
@@ -1,6 +1,6 @@
 # TransmogrifAI
 
-[![Maven Central](https://img.shields.io/maven-central/v/com.salesforce.transmogrifai/transmogrifai-core_2.11.svg?colorB=blue)](https://search.maven.org/search?q=g:com.salesforce.transmogrifai) [![Download](https://api.bintray.com/packages/salesforce/maven/TransmogrifAI/images/download.svg)](https://bintray.com/salesforce/maven/TransmogrifAI/_latestVersion) [![Javadocs](https://www.javadoc.io/badge/com.salesforce.transmogrifai/transmogrifai-core_2.11/0.5.3.svg?color=blue)](https://www.javadoc.io/doc/com.salesforce.transmogrifai/transmogrifai-core_2.11/0.5.3) [![Spark version](https://img.shields.io/badge/spark-2.3-brightgreen.svg)](https://spark.apache.org/downloads.html) [![Scala version](https://img.shields.io/badge/scala-2.11-brightgreen.svg)](https://www.scala-lang.org/download/2.11.12.html) [![License](http://img.shields.io/:license-BSD--3-blue.svg)](./LICENSE) [![Chat](https://badges.gitter.im/salesforce/TransmogrifAI.svg)](https://gitter.im/salesforce/TransmogrifAI?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)
+[![Maven Central](https://img.shields.io/maven-central/v/com.salesforce.transmogrifai/transmogrifai-core_2.11.svg?colorB=blue)](https://search.maven.org/search?q=g:com.salesforce.transmogrifai) [![Download](https://api.bintray.com/packages/salesforce/maven/TransmogrifAI/images/download.svg)](https://bintray.com/salesforce/maven/TransmogrifAI/_latestVersion) [![Javadocs](https://www.javadoc.io/badge/com.salesforce.transmogrifai/transmogrifai-core_2.11/0.6.0.svg?color=blue)](https://www.javadoc.io/doc/com.salesforce.transmogrifai/transmogrifai-core_2.11/0.6.0) [![Spark version](https://img.shields.io/badge/spark-2.3-brightgreen.svg)](https://spark.apache.org/downloads.html) [![Scala version](https://img.shields.io/badge/scala-2.11-brightgreen.svg)](https://www.scala-lang.org/download/2.11.12.html) [![License](http://img.shields.io/:license-BSD--3-blue.svg)](./LICENSE) [![Chat](https://badges.gitter.im/salesforce/TransmogrifAI.svg)](https://gitter.im/salesforce/TransmogrifAI?utm_source=badge&utm_medium=badge&utm_campaign=pr-badge&utm_content=badge)
 
 [![TravisCI Build Status](https://travis-ci.com/salesforce/TransmogrifAI.svg?token=Ex9czVEUD7AzPTmVh6iX&branch=master)](https://travis-ci.com/salesforce/TransmogrifAI) [![CircleCI Build Status](https://circleci.com/gh/salesforce/TransmogrifAI.svg?&style=shield&circle-token=e84c1037ae36652d38b49207728181ee85337e0b)](https://circleci.com/gh/salesforce/TransmogrifAI) [![Documentation Status](https://readthedocs.org/projects/transmogrifai/badge/?version=stable)](https://docs.transmogrif.ai/en/stable/?badge=stable) [![CII Best Practices](https://bestpractices.coreinfrastructure.org/projects/2557/badge)](https://bestpractices.coreinfrastructure.org/projects/2557) [![Codecov](https://codecov.io/gh/salesforce/TransmogrifAI/branch/master/graph/badge.svg)](https://codecov.io/gh/salesforce/TransmogrifAI) [![CodeFactor](https://www.codefactor.io/repository/github/salesforce/transmogrifai/badge)](https://www.codefactor.io/repository/github/salesforce/transmogrifai)
 
@@ -128,8 +128,8 @@ Start by picking TransmogrifAI version to match your project dependencies from t
 
 | TransmogrifAI Version                           | Spark Version | Scala Version | Java Version |
 |-------------------------------------------------|:-------------:|:-------------:|:------------:|
-| 0.6.0 (unreleased, master)                      |      2.3      |      2.11     |      1.8     |
-| **0.5.3 (stable)**, 0.5.2, 0.5.1, 0.5.0         |    **2.3**    |    **2.11**   |    **1.8**   |
+| 0.6.1 (unreleased, master)                      |      2.3      |      2.11     |      1.8     |
+| **0.6.0 (stable)**, 0.5.3, 0.5.2, 0.5.1, 0.5.0  |    **2.3**    |    **2.11**   |    **1.8**   |
 | 0.4.0, 0.3.4                                    |      2.2      |      2.11     |      1.8     |
 
 For Gradle in `build.gradle` add:
@@ -140,10 +140,10 @@ repositories {
 }
 dependencies {
     // TransmogrifAI core dependency
-    compile 'com.salesforce.transmogrifai:transmogrifai-core_2.11:0.5.3'
+    compile 'com.salesforce.transmogrifai:transmogrifai-core_2.11:0.6.0'
 
     // TransmogrifAI pretrained models, e.g. OpenNLP POS/NER models etc. (optional)
-    // compile 'com.salesforce.transmogrifai:transmogrifai-models_2.11:0.5.3'
+    // compile 'com.salesforce.transmogrifai:transmogrifai-models_2.11:0.6.0'
 }
 ```
 
@@ -154,10 +154,10 @@ scalaVersion := "2.11.12"
 resolvers += Resolver.jcenterRepo
 
 // TransmogrifAI core dependency
-libraryDependencies += "com.salesforce.transmogrifai" %% "transmogrifai-core" % "0.5.3"
+libraryDependencies += "com.salesforce.transmogrifai" %% "transmogrifai-core" % "0.6.0"
 
 // TransmogrifAI pretrained models, e.g. OpenNLP POS/NER models etc. (optional)
-// libraryDependencies += "com.salesforce.transmogrifai" %% "transmogrifai-models" % "0.5.3"
+// libraryDependencies += "com.salesforce.transmogrifai" %% "transmogrifai-models" % "0.6.0"
 ```
 
 Then import TransmogrifAI into your code:
diff --git a/docs/examples/Bootstrap-Your-First-Project.md b/docs/examples/Bootstrap-Your-First-Project.md
index 8ded4ad638..4112383dc0 100644
--- a/docs/examples/Bootstrap-Your-First-Project.md
+++ b/docs/examples/Bootstrap-Your-First-Project.md
@@ -7,10 +7,10 @@ Clone the TransmogrifAI repo:
 ```bash
 git clone https://github.com/salesforce/TransmogrifAI.git
 ```
-Checkout the latest release branch (in this example `0.5.3`):
+Checkout the latest release branch (in this example `0.6.0`):
 ```bash
 cd ./TransmogrifAI
-git checkout 0.5.3
+git checkout 0.6.0
 ```
 Build the TransmogrifAI CLI by running:
 ```bash
diff --git a/docs/examples/Running-from-Spark-Shell.md b/docs/examples/Running-from-Spark-Shell.md
index e32a8ba458..cb3712acec 100644
--- a/docs/examples/Running-from-Spark-Shell.md
+++ b/docs/examples/Running-from-Spark-Shell.md
@@ -3,7 +3,7 @@
 Start up your spark shell and add the [TransmogrifAI package](https://spark-packages.org/package/salesforce/TransmogrifAI):
 
 ```bash
-$SPARK_HOME/bin/spark-shell --packages com.salesforce.transmogrifai:transmogrifai-core_2.11:0.5.3
+$SPARK_HOME/bin/spark-shell --packages com.salesforce.transmogrifai:transmogrifai-core_2.11:0.6.0
 ```
 
 Or if you'd like to use the latest version from master:
diff --git a/helloworld/build.gradle b/helloworld/build.gradle
index 4aff3ea152..fd310ac35f 100644
--- a/helloworld/build.gradle
+++ b/helloworld/build.gradle
@@ -39,7 +39,7 @@ ext {
     junitVersion = '4.11'
     sparkVersion = '2.3.2'
     scalatestVersion = '3.0.0'
-    transmogrifaiVersion ='0.5.3'
+    transmogrifaiVersion ='0.6.0'
     collectionsVersion = '3.2.2'
     scoveragePluginVersion = '1.3.1'
 }