diff --git a/doc/source/tune/_tutorials/tune-wandb.rst b/doc/source/tune/_tutorials/tune-wandb.rst
index 4722dd086..209afd7fd 100644
--- a/doc/source/tune/_tutorials/tune-wandb.rst
+++ b/doc/source/tune/_tutorials/tune-wandb.rst
@@ -3,7 +3,7 @@
Using Weights & Biases with Tune
================================
-`Weights & Biases `_ (Wandb) is a tool for experiment
+`Weights & Biases `_ (Wandb) is a tool for experiment
tracking, model optimizaton, and dataset versioning. It is very popular
in the machine learning and data science community for its superb visualization
tools.
@@ -12,7 +12,7 @@ tools.
:height: 80px
:alt: Weights & Biases
:align: center
- :target: https://www.wandb.com/
+ :target: https://www.wandb.ai/
Ray Tune currently offers two lightweight integrations for Weights & Biases.
One is the :ref:`WandbLoggerCallback `, which automatically logs
diff --git a/doc/source/tune/api_docs/logging.rst b/doc/source/tune/api_docs/logging.rst
index 7e8784829..b976a898e 100644
--- a/doc/source/tune/api_docs/logging.rst
+++ b/doc/source/tune/api_docs/logging.rst
@@ -168,7 +168,7 @@ You can see the :doc:`tutorial here `.
WandbLogger
-----------
-Tune also provides a default logger for `Weights & Biases `_. You can install Wandb via ``pip install wandb``.
+Tune also provides a default logger for `Weights & Biases `_. You can install Wandb via ``pip install wandb``.
You can see the :doc:`tutorial here `
diff --git a/doc/source/tune/examples/index.rst b/doc/source/tune/examples/index.rst
index 4f3594cf6..27fde3a05 100644
--- a/doc/source/tune/examples/index.rst
+++ b/doc/source/tune/examples/index.rst
@@ -85,8 +85,8 @@ Pytorch Lightning
Wandb, MLFlow
~~~~~~~~~~~~~
-- :ref:`Tutorial ` for using `wandb `__ with Ray Tune
-- :doc:`/tune/examples/wandb_example`: Example for using `Weights and Biases `__ with Ray Tune.
+- :ref:`Tutorial ` for using `wandb `__ with Ray Tune
+- :doc:`/tune/examples/wandb_example`: Example for using `Weights and Biases `__ with Ray Tune.
- :doc:`/tune/examples/mlflow_example`: Example for using `MLFlow `__ with Ray Tune.
- :doc:`/tune/examples/mlflow_ptl_example`: Example for using `MLFlow `__ and `Pytorch Lightning `_ with Ray Tune.
diff --git a/python/ray/tune/integration/wandb.py b/python/ray/tune/integration/wandb.py
index 4cd2cdee8..eabbdbe48 100644
--- a/python/ray/tune/integration/wandb.py
+++ b/python/ray/tune/integration/wandb.py
@@ -75,7 +75,7 @@ def _clean_log(obj: Any):
def wandb_mixin(func: Callable):
"""wandb_mixin
- Weights and biases (https://www.wandb.com/) is a tool for experiment
+ Weights and biases (https://www.wandb.ai/) is a tool for experiment
tracking, model optimization, and dataset versioning. This Ray Tune
Trainable mixin helps initializing the Wandb API for use with the
``Trainable`` class or with `@wandb_mixin` for the function API.
@@ -109,7 +109,7 @@ def wandb_mixin(func: Callable):
values.
Please see here for all other valid configuration settings:
- https://docs.wandb.com/library/init
+ https://docs.wandb.ai/library/init
Example:
@@ -225,7 +225,7 @@ class _WandbLoggingProcess(Process):
class WandbLoggerCallback(LoggerCallback):
"""WandbLoggerCallback
- Weights and biases (https://www.wandb.com/) is a tool for experiment
+ Weights and biases (https://www.wandb.ai/) is a tool for experiment
tracking, model optimization, and dataset versioning. This Ray Tune
``LoggerCallback`` sends metrics to Wandb for automatic tracking and
visualization.
@@ -251,7 +251,7 @@ class WandbLoggerCallback(LoggerCallback):
values.
Please see here for all other valid configuration settings:
- https://docs.wandb.com/library/init
+ https://docs.wandb.ai/library/init
Example:
@@ -382,7 +382,7 @@ class WandbLogger(Logger):
This `Logger` class is deprecated. Use the `WandbLoggerCallback`
callback instead.
- Weights and biases (https://www.wandb.com/) is a tool for experiment
+ Weights and biases (https://www.wandb.ai/) is a tool for experiment
tracking, model optimization, and dataset versioning. This Ray Tune
``Logger`` sends metrics to Wandb for automatic tracking and
visualization.
@@ -415,7 +415,7 @@ class WandbLogger(Logger):
values.
Please see here for all other valid configuration settings:
- https://docs.wandb.com/library/init
+ https://docs.wandb.ai/library/init
Example: