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docs/en/hub/inference-api.md
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@ -6,7 +6,7 @@ keywords: Ultralytics, HUB, Inference API, Python, cURL, REST API, YOLO, image p
# Ultralytics HUB Inference API
After you [train a model](./models.md#train-model), you can use the [Shared Inference API](#shared-inference-api) for free. If you are a [Pro](./pro.md) user, you can access the [Dedicated Inference API](#dedicated-inference-api). The [Ultralytics HUB](https://ultralytics.com/hub) Inference API allows you to run inference through our REST API without the need to install and set up the Ultralytics YOLO environment locally.
After you [train a model](./models.md#train-model), you can use the [Shared Inference API](#shared-inference-api) for free. If you are a [Pro](./pro.md) user, you can access the [Dedicated Inference API](#dedicated-inference-api). The [Ultralytics HUB](https://www.ultralytics.com/hub) Inference API allows you to run inference through our REST API without the need to install and set up the Ultralytics YOLO environment locally.
![Ultralytics HUB screenshot of the Deploy tab inside the Model page with an arrow pointing to the Dedicated Inference API card and one to the Shared Inference API card](https://github.com/ultralytics/docs/releases/download/0/hub-inference-api-card.avif)
@ -22,7 +22,7 @@ After you [train a model](./models.md#train-model), you can use the [Shared Infe
## Dedicated Inference API
In response to high demand and widespread interest, we are thrilled to unveil the [Ultralytics HUB](https://ultralytics.com/hub) Dedicated Inference API, offering single-click deployment in a dedicated environment for our [Pro](./pro.md) users!
In response to high demand and widespread interest, we are thrilled to unveil the [Ultralytics HUB](https://www.ultralytics.com/hub) Dedicated Inference API, offering single-click deployment in a dedicated environment for our [Pro](./pro.md) users!
!!! note "Note"
@ -33,7 +33,7 @@ In response to high demand and widespread interest, we are thrilled to unveil th
- **High Speed:** Sub-100ms latency is possible for YOLOv8n inference at 640 resolution from nearby regions based on Ultralytics testing.
- **Enhanced Security:** Provides robust security features to protect your data and ensure compliance with industry standards. [Learn more about Google Cloud security](https://cloud.google.com/security).
To use the [Ultralytics HUB](https://ultralytics.com/hub) Dedicated Inference API, click on the **Start Endpoint** button. Next, use the unique endpoint URL as described in the guides below.
To use the [Ultralytics HUB](https://www.ultralytics.com/hub) Dedicated Inference API, click on the **Start Endpoint** button. Next, use the unique endpoint URL as described in the guides below.
![Ultralytics HUB screenshot of the Deploy tab inside the Model page with an arrow pointing to the Start Endpoint button in Dedicated Inference API card](https://github.com/ultralytics/docs/releases/download/0/ultralytics-hub-dedicated-inference-api.avif)
@ -47,7 +47,7 @@ To shut down the dedicated endpoint, click on the **Stop Endpoint** button.
## Shared Inference API
To use the [Ultralytics HUB](https://ultralytics.com/hub) Shared Inference API, follow the guides below.
To use the [Ultralytics HUB](https://www.ultralytics.com/hub) Shared Inference API, follow the guides below.
Free users have the following usage limits:
@ -61,7 +61,7 @@ Free users have the following usage limits:
## Python
To access the [Ultralytics HUB](https://ultralytics.com/hub) Inference API using Python, use the following code:
To access the [Ultralytics HUB](https://www.ultralytics.com/hub) Inference API using Python, use the following code:
```python
import requests
@ -91,7 +91,7 @@ print(response.json())
## cURL
To access the [Ultralytics HUB](https://ultralytics.com/hub) Inference API using cURL, use the following code:
To access the [Ultralytics HUB](https://www.ultralytics.com/hub) Inference API using cURL, use the following code:
```bash
curl -X POST "https://api.ultralytics.com/v1/predict/MODEL_ID" \
@ -121,7 +121,7 @@ See the table below for a full list of available inference arguments.
## Response
The [Ultralytics HUB](https://ultralytics.com/hub) Inference API returns a JSON response.
The [Ultralytics HUB](https://www.ultralytics.com/hub) Inference API returns a JSON response.
### Classification