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@ -12,24 +12,32 @@ Use ClearML's GUI Applications to manage ML workloads and automatically run your
Configure and launch app instances, then track their execution from the app dashboard. Configure and launch app instances, then track their execution from the app dashboard.
ClearML provides the following applications: ClearML provides applications in a range of categories to enhance your workflows:
* **General**: Applications for automating and optimizing workflows, and monitoring project performance.
* [**Hyperparameter Optimization**](apps_hpo.md) - Find the parameter values that yield the best performing models ### General
* **Nvidia Clara** - Train models using Nvidia's Clara framework Applications for automating and optimizing workflows, and monitoring project performance:
* [**Project Dashboard**](apps_dashboard.md) - High-level project monitoring with Slack alerts * [**Hyperparameter Optimization**](apps_hpo.md) - Find the parameter values that yield the best performing models
* [**Task Scheduler**](apps_task_scheduler.md) - Schedule tasks for one-shot and/or periodic execution at specified times (available under ClearML Enterprise Plan) * **Nvidia Clara** - Train models using Nvidia's Clara framework
* [**Trigger Manager**](apps_trigger_manager.md) - Define tasks to be run when predefined events occur (available under ClearML Enterprise Plan) * [**Project Dashboard**](apps_dashboard.md) - High-level project monitoring with Slack alerts
* **AI Dev**: Applications for deploying AI development environments on remote machines. * [**Task Scheduler**](apps_task_scheduler.md) - Schedule tasks for one-shot and/or periodic execution at specified times (available under ClearML Enterprise Plan)
* [**SSH Session**](apps_ssh_session.md) - Launch a full development environment on a remote machine with a * [**Trigger Manager**](apps_trigger_manager.md) - Define tasks to be run when predefined events occur (available under ClearML Enterprise Plan)
detached interactive SSH session (available under ClearML Enterprise Plan)
* [**Jupyter Lab**](apps_jupyter_lab.md) - Launch a Jupyter Lab session on a remote machine (available under ClearML Enterprise Plan) ### AI Dev
* [**VS Code**](apps_vscode.md) - Launch a VS Code session on a remote machine (available under ClearML Enterprise Plan) Applications for deploying AI development environments on remote machines:
* **UI Dev**: Applications for deploying user interfaces for models. * [**SSH Session**](apps_ssh_session.md) - Launch a full development environment on a remote machine with a
* [**Gradio Launcher**](apps_gradio.md) - Create visual web interfaces for your models with Gradio (available under ClearML Enterprise Plan) detached interactive SSH session (available under ClearML Enterprise Plan)
* [**Streamlit Launcher**](apps_streamlit.md) - Create visual web interfaces for your models with Streamlit (available under ClearML Enterprise Plan) * [**Jupyter Lab**](apps_jupyter_lab.md) - Launch a Jupyter Lab session on a remote machine (available under ClearML Enterprise Plan)
* **Deploy**: Applications for deploying machine learning models as scalable, secure services. * [**VS Code**](apps_vscode.md) - Launch a VS Code session on a remote machine (available under ClearML Enterprise Plan)
* [**Embedding Model Deployment**](apps_embed_model_deployment.md) - Deploy embedding models as networking services over a secure endpoint (available under ClearML Enterprise Plan)
* [**Model Deployment**](apps_model_deployment.md) - Deploy LLM models as networking services over a secure endpoint (available under ClearML Enterprise Plan) ### UI Dev
Applications for deploying user interfaces for models:
* [**Gradio Launcher**](apps_gradio.md) - Create visual web interfaces for your models with Gradio (available under ClearML Enterprise Plan)
* [**Streamlit Launcher**](apps_streamlit.md) - Create visual web interfaces for your models with Streamlit (available under ClearML Enterprise Plan)
### Deploy
Applications for deploying machine learning models as scalable, secure services:
* [**Embedding Model Deployment**](apps_embed_model_deployment.md) - Deploy embedding models as networking services over a secure endpoint (available under ClearML Enterprise Plan)
* [**Model Deployment**](apps_model_deployment.md) - Deploy LLM models as networking services over a secure endpoint (available under ClearML Enterprise Plan)
:::info Autoscalers :::info Autoscalers
Autoscaling ([AWS Autoscaler](apps_aws_autoscaler.md) and [GCP Autoscaler](apps_gcp_autoscaler.md)) Autoscaling ([AWS Autoscaler](apps_aws_autoscaler.md) and [GCP Autoscaler](apps_gcp_autoscaler.md))