Fix typos

README.md

@@ -21,7 +21,7 @@ This section shows how to edit a page or report a bug from within your browser w
 1. Edit the page, then click **Commit changes**. In the dialog, choose to create a new branch, then specify:
   - A name for the branch
   - A commit message that describes the change. By default, this becomes the pull request title.
-  - An optional extended descrption. By default, this becomes the pull request body.
+  - An optional extended description. By default, this becomes the pull request body.
 1. Click **Propose change**. A new branch is created with the commit you just created. A new dialog opens where you can create a pull request.
 1. Optionally edit the pull request's title and description. Markdown is allowed. You can refer to a PR or issue by number or URL, and you can refer to a JIRA issue by its ID.
 1. Click **Create pull request**. A member of @docs-team reviews your changes, provides feedback, and works with you to merge the change.

content/en/guides/models/tables/tables-download.md

@@ -46,5 +46,5 @@ df.to_csv("example.csv", encoding="utf-8")
 
 # Next Steps
 - Check out the [reference documentation]({{< relref "/guides/core/artifacts/construct-an-artifact.md" >}}) on `artifacts`.
-- Go through our [Tables Walktrough]({{< relref "/guides/models/tables/tables-walkthrough.md" >}}) guide.
+- Go through our [Tables Walkthrough]({{< relref "/guides/models/tables/tables-walkthrough.md" >}}) guide.
 - Check out the [Dataframe](https://pandas.pydata.org/docs/reference/api/pandas.DataFrame.html) reference docs.

content/en/launch/create-and-deploy-jobs/job-inputs.md

@@ -133,7 +133,7 @@ dataset: cifar10
 
 The call to `launch.manage_config_file` will add the `config.yaml` file as an input to the job, making it reconfigurable when launching from the W&B CLI or UI. 
 
-The `include` and `exclude` keyword arugments may be used to filter the acceptable input keys for the config file in the same way as `launch.manage_wandb_config`.
+The `include` and `exclude` keyword arguments may be used to filter the acceptable input keys for the config file in the same way as `launch.manage_wandb_config`.
 
 
 ### Access config file inputs

content/en/tutorials/tables.md

@@ -157,7 +157,7 @@ For every epoch, run a training step and a test step. For each test step, create
 
 
 ```python
-# convenience funtion to log predictions for a batch of test images
+# convenience function to log predictions for a batch of test images
 def log_test_predictions(images, labels, outputs, predicted, test_table, log_counter):
   # obtain confidence scores for all classes
   scores = F.softmax(outputs.data, dim=1)