Merge pull request #1259 from AndreaCossu/master

Changed version to 0.3.1

Author: Andrea Cossu

README.md

@@ -85,7 +85,7 @@ Current Release
 
 Avalanche is a framework in constant development. Thanks to the support of the [ContinualAI](https://www.continualai.org/) community and its active members we are quickly extending its features and improve its usability based on the demands of our research community!
 
-A the moment, Avalanche is in [**Beta (v0.3.0)**](https://github.com/ContinualAI/avalanche/releases/tag/v0.3.0). We support [several *Benchmarks*, *Strategies* and *Metrics*](https://avalanche.continualai.org/getting-started/alpha-version), that make it, we believe, the best tool out there for your continual learning research! 💪
+A the moment, Avalanche is in [**Beta (v0.3.1)**](https://github.com/ContinualAI/avalanche/releases/tag/v0.3.1). We support [several *Benchmarks*, *Strategies* and *Metrics*](https://avalanche.continualai.org/getting-started/alpha-version), that make it, we believe, the best tool out there for your continual learning research! 💪
 
 **You can install Avalanche by running `pip install avalanche-lib`.**  
 This will install the core Avalanche package. You can install Avalanche with extra packages to enable more functionalities.  

avalanche/__init__.py

@@ -5,7 +5,7 @@
 from avalanche import training
 
 
-__version__ = "0.3.0"
+__version__ = "0.3.1"
 
 _dataset_add = None
 

docs/gitbook/from-zero-to-hero-tutorial/02_models.md

@@ -14,7 +14,7 @@ You can use any model provided in the [Pytorch](https://pytorch.org/) official e
 
 
 ```python
-!pip install avalanche-lib==0.3.0
+!pip install avalanche-lib==0.3.1
 ```
 
 

docs/gitbook/from-zero-to-hero-tutorial/03_benchmarks.md

@@ -8,7 +8,7 @@ Welcome to the "_benchmarks_" tutorial of the "_From Zero to Hero_" series. In t
 
 
 ```python
-!pip install avalanche-lib==0.3.0
+!pip install avalanche-lib==0.3.1
 ```
 
 ## 🎯 Nomenclature

docs/gitbook/from-zero-to-hero-tutorial/04_training.md

@@ -9,7 +9,7 @@ First, let's install Avalanche. You can skip this step if you have installed it
 
 
 ```python
-!pip install avalanche-lib==0.3.0
+!pip install avalanche-lib==0.3.1
 ```
 
 ## 💪 The Training Module

docs/gitbook/from-zero-to-hero-tutorial/05_evaluation.md

@@ -8,7 +8,7 @@ Welcome to the "_Evaluation_" tutorial of the "_From Zero to Hero_" series. In t
 
 
 ```python
-!pip install avalanche-lib==0.3.0
+!pip install avalanche-lib==0.3.1
 ```
 
 ## 📈 The Evaluation Module

docs/gitbook/from-zero-to-hero-tutorial/06_loggers.md

@@ -8,7 +8,7 @@ Welcome to the _"Logging"_ tutorial of the _"From Zero to Hero"_ series. In this
 
 
 ```python
-!pip install avalanche-lib==0.3.0
+!pip install avalanche-lib==0.3.1
 ```
 
 ### 📑 The Logging Module

docs/gitbook/from-zero-to-hero-tutorial/07_putting-all-together.md

@@ -7,7 +7,7 @@ Welcome to the "_Putting All Together_" tutorial of the "_From Zero to Hero_" se
 
 
 ```python
-!pip install avalanche-lib==0.3.0
+!pip install avalanche-lib==0.3.1
 ```
 
 ## 🛴 A Comprehensive Example

docs/gitbook/from-zero-to-hero-tutorial/08_extending-avalanche.md

@@ -6,7 +6,7 @@ description: 'Make it Custom, Make it Yours'
 
 
 ```python
-!pip install avalanche-lib==0.3.0
+!pip install avalanche-lib==0.3.1
 ```
 
 

docs/release_process.md

@@ -29,4 +29,7 @@ Place yourself in the Avalanche project directory.
 6. Update default ReadTheDocs and GitBook version.   
 For ReadTheDocs, activate the new tag and make it default.  
 For GitBook, create a copy of the current space. The copy will not be synced with Github, while the original one will
-still be synced. Make it the default collection. 
+still be synced. To make the copied collection the default one:
+   1. rename the copied collection with a new name in the main Avalanche project and move it accordingly to preserve the order
+   2. publish the copied collection as `in collection` by entering the collection, the option is the button on top of the page
+   3. in the main Avalanche project on Gitbook click on the option in the top right and customize the collection. The copied collection should appear in a dropdown menu to make it default