diff --git a/docs/gitbook/from-zero-to-hero-tutorial/02_models.md b/docs/gitbook/from-zero-to-hero-tutorial/02_models.md
index ba6ca49c2..fb56547a4 100644
--- a/docs/gitbook/from-zero-to-hero-tutorial/02_models.md
+++ b/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==0.5
+!pip install avalanche-lib==0.6
 ```
 
 
@@ -109,6 +109,7 @@ print(mt_model)
 ### Nested Dynamic Modules
 Whenever one or more dynamic modules are nested one inside the other, you must call the `recursive_adaptation` method, and if they are nested inside a normal pytorch module (non dynamic), you can call the `avalanche_model_adaptation` function. Avalanche strategies will by default adapt the models before training on each experience by calling `avalanche_model_adaptation`
 
+
 ```python
 benchmark = SplitMNIST(5, shuffle=False, class_ids_from_zero_in_each_exp=True, return_task_id=True)
 
@@ -117,7 +118,7 @@ mt_model = as_multitask(model, 'classifier')
 
 print(mt_model)
 for exp in benchmark.train_stream:
-    mt_model.pre_adapt(exp)
+    mt_model.recursive_adaptation(exp)
 print(mt_model)
 ```
 
diff --git a/docs/gitbook/from-zero-to-hero-tutorial/03_benchmarks.md b/docs/gitbook/from-zero-to-hero-tutorial/03_benchmarks.md
index fd0e674d0..b2421d35a 100644
--- a/docs/gitbook/from-zero-to-hero-tutorial/03_benchmarks.md
+++ b/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==0.5
+%pip install avalanche-lib==0.6
 ```
 
 ## 🎯 Nomenclature
diff --git a/docs/gitbook/from-zero-to-hero-tutorial/04_training.md b/docs/gitbook/from-zero-to-hero-tutorial/04_training.md
index 5833847b3..e6beb6722 100644
--- a/docs/gitbook/from-zero-to-hero-tutorial/04_training.md
+++ b/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==0.5
+!pip install avalanche-lib==0.6
 ```
 
 ## 💪 The Training Module
diff --git a/docs/gitbook/from-zero-to-hero-tutorial/05_evaluation.md b/docs/gitbook/from-zero-to-hero-tutorial/05_evaluation.md
index 305b29547..79e8b1a3f 100644
--- a/docs/gitbook/from-zero-to-hero-tutorial/05_evaluation.md
+++ b/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==0.5
+!pip install avalanche-lib==0.6
 ```
 
 ## 📈 The Evaluation Module
diff --git a/docs/gitbook/from-zero-to-hero-tutorial/06_loggers.md b/docs/gitbook/from-zero-to-hero-tutorial/06_loggers.md
index e1ca65f60..91dc12768 100644
--- a/docs/gitbook/from-zero-to-hero-tutorial/06_loggers.md
+++ b/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==0.5
+!pip install avalanche-lib==0.6
 ```
 
 ### 📑 The Logging Module
diff --git a/docs/gitbook/from-zero-to-hero-tutorial/07_putting-all-together.md b/docs/gitbook/from-zero-to-hero-tutorial/07_putting-all-together.md
index f9b02ada2..e38fa4366 100644
--- a/docs/gitbook/from-zero-to-hero-tutorial/07_putting-all-together.md
+++ b/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==0.5
+!pip install avalanche-lib==0.6
 ```
 
 ## 🛴 A Comprehensive Example
diff --git a/docs/gitbook/from-zero-to-hero-tutorial/08_extending-avalanche.md b/docs/gitbook/from-zero-to-hero-tutorial/08_extending-avalanche.md
index ba258ee8d..75405d285 100644
--- a/docs/gitbook/from-zero-to-hero-tutorial/08_extending-avalanche.md
+++ b/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==0.5
+!pip install avalanche-lib==0.6
 ```
 
 
diff --git a/docs/gitbook/getting-started/learn-avalanche-in-5-minutes.md b/docs/gitbook/getting-started/learn-avalanche-in-5-minutes.md
index c4d222855..eb44d5b1e 100644
--- a/docs/gitbook/getting-started/learn-avalanche-in-5-minutes.md
+++ b/docs/gitbook/getting-started/learn-avalanche-in-5-minutes.md
@@ -21,7 +21,7 @@ Let's first **install Avalanche**. Please, check out our [How to Install](https:
 
 
 ```python
-!pip install avalanche-lib[all]
+!pip install avalanche-lib
 !pip show avalanche-lib
 ```