OnDemands New AI Changes AI Development Forever! (Ondemand AI Tutorial)
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Key Takeaways at a Glance
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OnDemand platform turbocharges AI innovation.00:56
Data sets in OnDemand are crucial for training ML models.01:56
Bring Your Own Inference feature allows seamless integration of external language models.02:33
Integrating external models from sources like Hugging Face into OnDemand is simplified.03:23
Plugin Marketplace offers a wide range of pre-existing plugins for AI applications.05:48
Serverless Applications section simplifies application deployment without server maintenance.07:51
Agent Builder feature enables customization of AI agents through plugin integration.08:52
Automations feature streamlines tasks by automating actions based on triggers.13:42
Efficiently manage documents, videos, and images with Storage Management.15:04
Secure and manage API Keys for efficient platform integration.16:04
Optimize AI application performance with the OnDemand playground.
1. OnDemand platform turbocharges AI innovation.
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OnDemand accelerates product development by enabling rapid deployment of end-to-end AI products.
- Users can build, deploy, and manage AI agents and plugins for various applications.
- The platform offers plan usage, storage, retrieval, generation calls, tokens, vectors, and transcription hours.
- Allows building, deploying, and managing AI agents and plugins for various applications.
2. Data sets in OnDemand are crucial for training ML models.
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Access diverse data sets for training ML models and enhancing plugin functionality within the platform.
- Data sets streamline AI model plugin development and deployment.
- Data sets can be used for model training and building accurate ML models tailored to specific needs.
- Enhance plugin accuracy by leveraging large text data sets for text analysis plugins.
3. Bring Your Own Inference feature allows seamless integration of external language models.
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Host language models externally and seamlessly integrate them into the OnDemand environment.
- Leverage existing models within OnDemand without migration.
- Configure endpoint parameters like name, URL, token, model ID, and token length.
- Enables leveraging external language models within the OnDemand platform.
4. Integrating external models from sources like Hugging Face into OnDemand is simplified.
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Easily integrate models from sources like Hugging Face directly into the OnDemand platform.
- Create models by searching and configuring parameters within the platform.
- Supports integration of external models for enhanced AI capabilities.
- Configure models by selecting parameters and creating endpoints for deployment.
5. Plugin Marketplace offers a wide range of pre-existing plugins for AI applications.
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Access over 100 pre-existing plugins covering various categories and use cases.
- Browse plugins by education, programming, chat, file, and knowledge space categories.
- Create custom plugins by providing details like name, icon, description, and category.
- Manage subscriptions, publish, and update plugins in the Marketplace.
6. Serverless Applications section simplifies application deployment without server maintenance.
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Deploy and manage applications in the cloud without the need for server infrastructure maintenance.
- Create serverless repositories and configure applications for scalability and availability.
- Utilize cloud services like text-to-speech and speech-to-text for enhanced application capabilities.
- Serverless applications ensure availability, scalability, and reduced downtime.
7. Agent Builder feature enables customization of AI agents through plugin integration.
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Create tailored AI agents by combining plugins and inference models for specific tasks.
- Tailor AI agent behavior and responses to automate complex workflows.
- Continuously evolving feature with new enhancements based on user feedback.
- Deploy powerful AI agents customized to specific needs.
8. Automations feature streamlines tasks by automating actions based on triggers.
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Automate tasks based on predefined triggers and actions to improve workflow efficiency.
- Automations reduce manual intervention, automate repetitive tasks, and enhance overall efficiency.
- Create workflows with specific triggers and corresponding actions for seamless task automation.
- Automations help in automating repetitive tasks and improving overall efficiency.
9. Efficiently manage documents, videos, and images with Storage Management.
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Organize and access resources effectively, monitor usage, optimize operations, and make informed decisions for resource allocation.
- Comprehensive overview of storage usage and resource organization.
- Monitor and analyze usage across various resources for cost-effective management.
- Detailed insight into consumption patterns and key metrics for optimization.
10. Secure and manage API Keys for efficient platform integration.
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Proper management of API Keys ensures secure and efficient access to platform resources and services for application integration.
- Create, manage, and secure API Keys for authenticating and authorizing requests.
- Revoking keys when compromised to maintain platform security.
- Essential for integrating on-demand capabilities into applications.
11. Optimize AI application performance with the OnDemand playground.
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Experiment, test, and refine powerful generative AI applications tailored to specific requirements for optimal performance and functionality.
- Experiment with configurations and setups for finding the best solution.
- Gain immediate feedback for quick adjustments and improvements.
- Create, test, and refine AI applications for specific needs.