Optimize Docs images (#15900)
Signed-off-by: UltralyticsAssistant <web@ultralytics.com> Co-authored-by: UltralyticsAssistant <web@ultralytics.com> Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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Muhammad Rizwan Munawar
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@ -24,13 +24,13 @@ The process is user-friendly and efficient, involving a simple three-step creati
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Navigate to the [Models](https://hub.ultralytics.com/models) page by clicking on the **Models** button in the sidebar and click on the **Train Model** button on the top right of the page.
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??? tip "Tip"
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You can train a model directly from the [Home](https://hub.ultralytics.com/home) page.
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This action will trigger the **Train Model** dialog which has three simple steps:
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@ -38,19 +38,19 @@ This action will trigger the **Train Model** dialog which has three simple steps
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In this step, you have to select the dataset you want to train your model on. After you selected a dataset, click **Continue**.
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??? tip "Tip"
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You can skip this step if you train a model directly from the Dataset page.
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### 2. Model
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In this step, you have to choose the project in which you want to create your model, the name of your model and your model's architecture.
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??? note "Note"
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@ -60,7 +60,7 @@ In this step, you have to choose the project in which you want to create your mo
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If you opened the **Train Model** dialog from the Project page, [Ultralytics HUB](https://ultralytics.com/hub) will pre-select the project you were inside of.
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In case you don't have a project created yet, you can set the name of your project in this step and it will be created together with your model.
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@ -70,7 +70,7 @@ In this step, you have to choose the project in which you want to create your mo
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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.
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!!! note "Note"
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@ -89,7 +89,7 @@ By default, your model will use a pre-trained model (trained on the [COCO](https
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Alternatively, you start training from one of your previously trained models by clicking on the **Custom** tab.
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When you're happy with your model configuration, click **Continue**.
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@ -101,7 +101,7 @@ In this step, you will start training you model.
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When you are on this step, you have the option to close the **Train Model** dialog and start training your model from the Model page later.
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[Ultralytics HUB](https://ultralytics.com/hub) offers three training options:
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@ -113,7 +113,7 @@ In this step, you will start training you model.
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You need to [upgrade](./pro.md#upgrade) to the [Pro Plan](./pro.md) in order to access [Ultralytics Cloud](./cloud-training.md).
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To train models using our [Cloud Training](./cloud-training.md) solution, read the [Ultralytics Cloud Training](./cloud-training.md) documentation.
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@ -125,19 +125,19 @@ To start training your model using [Google Colab](https://colab.research.google.
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<img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab">
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</a>
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When the training starts, you can click **Done** and monitor the training progress on the Model page.
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!!! note "Note"
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In case the training stops and a checkpoint was saved, you can resume training your model from the Model page.
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#### c. Bring your own agent
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@ -153,7 +153,7 @@ When the training starts, you can click **Done** and monitor the training progre
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To start training your model using your own agent, follow the instructions shown in the [Ultralytics HUB](https://ultralytics.com/hub) **Train Model** dialog.
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Install the `ultralytics` package from [PyPI](https://pypi.org/project/ultralytics).
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@ -165,15 +165,15 @@ Next, use the Python code provided to start training the model.
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When the training starts, you can click **Done** and monitor the training progress on the Model page.
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!!! note "Note"
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In case the training stops and a checkpoint was saved, you can resume training your model from the Model page.
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## Analyze Model
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@ -181,23 +181,23 @@ After you [train a model](#train-model), you can analyze the model metrics.
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The **Train** tab presents the most important metrics carefully grouped based on the task.
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To access all model metrics, click on the **Charts** tab.
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??? tip "Tip"
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Each chart can be enlarged for better visualization.
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Furthermore, to properly analyze the data, you can utilize the zoom feature.
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## Preview Model
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@ -205,29 +205,29 @@ After you [train a model](#train-model), you can preview it by clicking on the *
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In the **Test** card, you can select a preview image from the dataset used during training or upload an image from your device.
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!!! note "Note"
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You can also use your camera to take a picture and run inference on it directly.
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Furthermore, you can preview your model in real-time directly on your [iOS](https://apps.apple.com/xk/app/ultralytics/id1583935240) or [Android](https://play.google.com/store/apps/details?id=com.ultralytics.ultralytics_app) mobile device by [downloading](https://ultralytics.com/app_install) our [Ultralytics HUB App](app/index.md).
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## Deploy Model
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After you [train a model](#train-model), you can export it to 13 different formats, including ONNX, OpenVINO, CoreML, TensorFlow, Paddle and many others.
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??? tip "Tip"
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You can customize the export options of each format if you open the export actions dropdown and click on the **Advanced** option.
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!!! note "Note"
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@ -235,7 +235,7 @@ After you [train a model](#train-model), you can export it to 13 different forma
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You can also use our [Inference API](./inference-api.md) in production.
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Read the [Ultralytics Inference API](./inference-api.md) documentation for more information.
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@ -253,17 +253,17 @@ Read the [Ultralytics Inference API](./inference-api.md) documentation for more
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Navigate to the Model page of the model you want to share, open the model actions dropdown and click on the **Share** option. This action will trigger the **Share Model** dialog.
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??? tip "Tip"
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You can also share a model directly from the [Models](https://hub.ultralytics.com/models) page or from the Project page of the project where your model is located.
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Set the general access to "Unlisted" and click **Save**.
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Now, anyone who has the direct link to your model can view it.
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@ -271,38 +271,38 @@ Now, anyone who has the direct link to your model can view it.
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You can easily click on the model's link shown in the **Share Model** dialog to copy it.
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## Edit Model
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Navigate to the Model page of the model you want to edit, open the model actions dropdown and click on the **Edit** option. This action will trigger the **Update Model** dialog.
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??? tip "Tip"
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You can also edit a model directly from the [Models](https://hub.ultralytics.com/models) page or from the Project page of the project where your model is located.
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Apply the desired modifications to your model and then confirm the changes by clicking **Save**.
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## Delete Model
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Navigate to the Model page of the model you want to delete, open the model actions dropdown and click on the **Delete** option. This action will delete the model.
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??? tip "Tip"
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You can also delete a model directly from the [Models](https://hub.ultralytics.com/models) page or from the Project page of the project where your model is located.
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!!! note "Note"
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If you change your mind, you can restore the model from the [Trash](https://hub.ultralytics.com/trash) page.
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