Docs improvements and redirect fixes (#16287)

Signed-off-by: UltralyticsAssistant <web@ultralytics.com>
Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

docs/en/hub/datasets.md

@@ -26,7 +26,7 @@ Once uploaded, datasets can be immediately utilized for model training. This int
 
 Before you upload a dataset to [Ultralytics HUB](https://www.ultralytics.com/hub), make sure to **place your dataset YAML file inside the dataset root directory** and that **your dataset YAML, directory and ZIP have the same name**, as shown in the example below, and then zip the dataset directory.
 
-For example, if your dataset is called "coco8", as our [COCO8](https://docs.ultralytics.com/datasets/detect/coco8) example dataset, then you should have a `coco8.yaml` inside your `coco8/` directory, which will create a `coco8.zip` when zipped:
+For example, if your dataset is called "coco8", as our [COCO8](https://docs.ultralytics.com/datasets/detect/coco8/) example dataset, then you should have a `coco8.yaml` inside your `coco8/` directory, which will create a `coco8.zip` when zipped:
 
 ```bash
 zip -r coco8.zip coco8

docs/en/hub/index.md

@@ -120,7 +120,7 @@ Ultralytics HUB allows you to manage and organize your projects efficiently. You
 Ultralytics HUB offers seamless integrations with various platforms to enhance your machine learning workflows. Some key integrations include:
 
 - **Roboflow:** For dataset management and model training. Learn more on the [Integrations](integrations.md) page.
-- **Google Colab:** Efficiently train models using Google Colab's cloud-based environment. Detailed steps are available in the [Google Colab](https://docs.ultralytics.com/integrations/google-colab) section.
-- **Weights & Biases:** For enhanced experiment tracking and visualization. Explore the [Weights & Biases](https://docs.ultralytics.com/integrations/weights-biases) integration.
+- **Google Colab:** Efficiently train models using Google Colab's cloud-based environment. Detailed steps are available in the [Google Colab](https://docs.ultralytics.com/integrations/google-colab/) section.
+- **Weights & Biases:** For enhanced experiment tracking and visualization. Explore the [Weights & Biases](https://docs.ultralytics.com/integrations/weights-biases/) integration.
 
 For a complete list of integrations, refer to the [Integrations](integrations.md) page.

docs/en/hub/inference-api.md

@@ -39,7 +39,7 @@ To use the [Ultralytics HUB](https://www.ultralytics.com/hub) Dedicated Inferenc
 
 !!! tip
 
-    Choose the region with the lowest latency for the best performance as described in the [documentation](https://docs.ultralytics.com/reference/hub/google/__init__).
+    Choose the region with the lowest latency for the best performance as described in the [documentation](https://docs.ultralytics.com/reference/hub/google/__init__/).
 
 To shut down the dedicated endpoint, click on the **Stop Endpoint** button.
 

docs/en/hub/integrations.md

@@ -124,4 +124,4 @@ Your feedback shapes our future releases. Share your thoughts and suggestions [h
 
 ## Thank You, Community! 🌍
 
-Your [contributions](https://docs.ultralytics.com/help/contributing) inspire our continuous [innovation](https://github.com/ultralytics/ultralytics). Stay tuned for the big reveal of what's next in AI and ML at Ultralytics!
+Your [contributions](https://docs.ultralytics.com/help/contributing/) inspire our continuous [innovation](https://github.com/ultralytics/ultralytics). Stay tuned for the big reveal of what's next in AI and ML at Ultralytics!

docs/en/hub/models.md

@@ -66,9 +66,9 @@ In this step, you have to choose the project in which you want to create your mo
 
 !!! info
 
-    You can read more about the available [YOLOv8](https://docs.ultralytics.com/models/yolov8) (and [YOLOv5](https://docs.ultralytics.com/models/yolov5)) architectures in our documentation.
+    You can read more about the available [YOLOv8](https://docs.ultralytics.com/models/yolov8/) (and [YOLOv5](https://docs.ultralytics.com/models/yolov5/)) architectures in our documentation.
 
-By default, your model will use a pre-trained model (trained on the [COCO](https://docs.ultralytics.com/datasets/detect/coco) dataset) to reduce training time. You can change this behavior and tweak your model's configuration by opening the **Advanced Model Configuration** accordion.
+By default, your model will use a pre-trained model (trained on the [COCO](https://docs.ultralytics.com/datasets/detect/coco/) dataset) to reduce training time. You can change this behavior and tweak your model's configuration by opening the **Advanced Model Configuration** accordion.
 
 ![Ultralytics HUB screenshot of the Train Model dialog with an arrow pointing to the Advanced Model Configuration accordion](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-train-model-dialog-2.avif)
 

docs/en/hub/quickstart.md

@@ -54,7 +54,7 @@ You can upload a dataset directly from the [Home](https://hub.ultralytics.com/ho
 
 ![Ultralytics HUB screenshot of the Home page with an arrow pointing to the Upload Dataset card](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-upload-dataset-card.avif)
 
-Read more about [datasets](https://docs.ultralytics.com/hub/datasets).
+Read more about [datasets](https://docs.ultralytics.com/hub/datasets/).
 
 ### Create Project
 
@@ -62,7 +62,7 @@ You can create a project directly from the [Home](https://hub.ultralytics.com/ho
 
 ![Ultralytics HUB screenshot of the Home page with an arrow pointing to the Create Project card](https://github.com/ultralytics/docs/releases/download/0/hub-create-project-card.avif)
 
-Read more about [projects](https://docs.ultralytics.com/hub/projects).
+Read more about [projects](https://docs.ultralytics.com/hub/projects/).
 
 ### Train Model
 
@@ -70,7 +70,7 @@ You can train a model directly from the [Home](https://hub.ultralytics.com/home)
 
 ![Ultralytics HUB screenshot of the Home page with an arrow pointing to the Train Model card](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-train-model-card.avif)
 
-Read more about [models](https://docs.ultralytics.com/hub/models).
+Read more about [models](https://docs.ultralytics.com/hub/models/).
 
 ## Feedback