AI Infrastructure Orchestration for DevOps
Artificial Intelligence, DevOps
| Intermediate
- 12 videos | 1h 22m 59s
- Includes Assessment
- Earns a Badge
Orchestration in DevOps involves managing workflows, leveraging tools, and using technology to solve business problems. It helps control the complexity of the systems required by managing the workflows and reducing IT pain points. In this course, explore DevOps infrastructure orchestration, beginning with the benefits of using AI to improve infrastructure orchestration and the challenges of integrating AI into processes. Next, discover strategies for leveraging AI in orchestration, compare different AI-powered orchestration tools for various use cases, create and process alerts with Prometheus and Alertmanager, and use Grafana to parse data and create custom dashboards for predictive analysis. Finally, learn how to work with OpenStack, configure self-managing and self-healing infrastructure within OpenStack, and use MLflow and TensorFlow Serving to deploy machine learning models into production environments.
WHAT YOU WILL LEARN
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Discover the key concepts covered in this course
Outline how devops infrastructure orchestration improves workflow and dependency management
Describe how ai can improve infrastructure orchestration by managing scaling and workflows
Recognize the challenges for infrastructure orchestration and ai integration processes
Identify areas and workflows where ai-powered infrastructure orchestration can be applied to gain efficiency and optimizations
Differentiate between the ai-powered tools available for infrastructure orchestration -
Create alerts and process alerts with prometheus with alertmanager to reduce noise and manage data
Use grafana insights to parse data and create a custom dashboard to leverage predictive analysis
Work with openstack to build a cloud environment with autonomous infrastructure
Configure self-managing and self-healing infrastructure on openstack
Use mlflow/tensorflow serving to deploy a model into production
Summarize the key concepts covered in this course
IN THIS COURSE
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2mIn this video, we will discover the key concepts covered in this course. FREE ACCESS
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8m 7sUpon completion of this video, you will be able to outline how DevOps infrastructure orchestration improves workflow and dependency management. FREE ACCESS
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3. Benefits of AI-Powered Infrastructure Orchestration6m 48sAfter completing this video, you will be able to describe how AI can improve infrastructure orchestration by managing scaling and workflows. FREE ACCESS
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4. Challenges of AI-Powered Orchestration7m 15sThrough this video, you will be able to recognize the challenges for infrastructure orchestration and AI integration processes. FREE ACCESS
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5. Strategies for Leveraging AI in Orchestration6m 22sIn this video, we will identify areas and workflows where AI-powered infrastructure orchestration can be applied to gain efficiency and optimizations. FREE ACCESS
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6. AI-Powered Infrastructure Orchestration Tools6m 18sUpon completion of this video, you will be able to differentiate between the AI-powered tools available for infrastructure orchestration. FREE ACCESS
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7. Creating Alerts with Prometheus with Alertmanager11m 34sLearn how to create alerts and process alerts with Prometheus with Alertmanager to reduce noise and manage data. FREE ACCESS
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8. Parsing Data and Creating a Custom Dashboard with Grafana8m 33sDuring this video, discover how to use Grafana insights to parse data and create a custom dashboard to leverage predictive analysis. FREE ACCESS
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9. Building Autonomous Infrastructure with OpenStack7m 21sIn this video, find out how to work with OpenStack to build a cloud environment with autonomous infrastructure. FREE ACCESS
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10. Configure a Self-Managing and Self-Healing Infrastructure with OpenStack6m 57sDiscover how to configure self-managing and self-healing infrastructure on OpenStack. FREE ACCESS
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11. Deploying a Production Model with MLflow/TensorFlow Serving10m 38sIn this video, you will learn how to use MLflow/TensorFlow Serving to deploy a model into production. FREE ACCESS
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12. Course Summary1m 6sIn this video, we will summarize the key concepts covered in this course. FREE ACCESS
EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE
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