diff --git a/documentation/directory_structure.md b/documentation/directory_structure.md
index 72f165e7..25f7969e 100644
--- a/documentation/directory_structure.md
+++ b/documentation/directory_structure.md
@@ -1,6 +1,6 @@
 # Directory Structure
 
-The project is organised as follow:
+The project is organized as follow:
 
 ```
 ├── examples: Collection of usage examples.
diff --git a/documentation/known_issues.md b/documentation/known_issues.md
index 7a6fc997..526b4dd9 100644
--- a/documentation/known_issues.md
+++ b/documentation/known_issues.md
@@ -53,7 +53,7 @@ tensorflow_decision_forests | tensorflow
 0.1.1 - 0.1.8               | 2.5
 0.1.0                       | 2.4
 
--   *Solution #2:* Wrapps your preprocessing function into another function that
+-   *Solution #2:* Wraps your preprocessing function into another function that
     [squeeze](https://www.tensorflow.org/api_docs/python/tf/squeeze) its inputs.
 
 ## No all models support distributed training and distribute strategies
diff --git a/documentation/tutorials/beginner_colab.ipynb b/documentation/tutorials/beginner_colab.ipynb
index 1519209e..c02dd4af 100644
--- a/documentation/tutorials/beginner_colab.ipynb
+++ b/documentation/tutorials/beginner_colab.ipynb
@@ -87,7 +87,7 @@
         "1.  Train a model for ranking.\n",
         "\n",
         "Detailed documentation is available in the [user manual](https://github.com/tensorflow/decision-forests/tree/main/documentation).\n",
-        "The [example directory](https://github.com/tensorflow/decision-forests/examples) contains other end-to-end examples."
+        "The [example directory](https://github.com/tensorflow/decision-forests/tree/main/examples) contains other end-to-end examples."
       ]
     },
     {