AI Infrastructure Orchestration for DevOps

Artificial Intelligence, DevOps    |    Intermediate
  • 12 videos | 1h 22m 58s
  • 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

  • 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

  • 2m
    In this video, we will discover the key concepts covered in this course. FREE ACCESS
  • 8m 7s
    Upon completion of this video, you will be able to outline how DevOps infrastructure orchestration improves workflow and dependency management. FREE ACCESS
  • Locked
    3.  Benefits of AI-Powered Infrastructure Orchestration
    6m 48s
    After completing this video, you will be able to describe how AI can improve infrastructure orchestration by managing scaling and workflows. FREE ACCESS
  • Locked
    4.  Challenges of AI-Powered Orchestration
    7m 15s
    Through this video, you will be able to recognize the challenges for infrastructure orchestration and AI integration processes. FREE ACCESS
  • Locked
    5.  Strategies for Leveraging AI in Orchestration
    6m 22s
    In this video, we will identify areas and workflows where AI-powered infrastructure orchestration can be applied to gain efficiency and optimizations. FREE ACCESS
  • Locked
    6.  AI-Powered Infrastructure Orchestration Tools
    6m 18s
    Upon completion of this video, you will be able to differentiate between the AI-powered tools available for infrastructure orchestration. FREE ACCESS
  • Locked
    7.  Creating Alerts with Prometheus with Alertmanager
    11m 34s
    Learn how to create alerts and process alerts with Prometheus with Alertmanager to reduce noise and manage data. FREE ACCESS
  • Locked
    8.  Parsing Data and Creating a Custom Dashboard with Grafana
    8m 33s
    During this video, discover how to use Grafana insights to parse data and create a custom dashboard to leverage predictive analysis. FREE ACCESS
  • Locked
    9.  Building Autonomous Infrastructure with OpenStack
    7m 21s
    In this video, find out how to work with OpenStack to build a cloud environment with autonomous infrastructure. FREE ACCESS
  • Locked
    10.  Configure a Self-Managing and Self-Healing Infrastructure with OpenStack
    6m 57s
    Discover how to configure self-managing and self-healing infrastructure on OpenStack. FREE ACCESS
  • Locked
    11.  Deploying a Production Model with MLflow/TensorFlow Serving
    10m 38s
    In this video, you will learn how to use MLflow/TensorFlow Serving to deploy a model into production. FREE ACCESS
  • Locked
    12.  Course Summary
    1m 6s
    In this video, we will summarize the key concepts covered in this course. FREE ACCESS

EARN A DIGITAL BADGE WHEN YOU COMPLETE THIS COURSE

Skillsoft is providing you the opportunity to earn a digital badge upon successful completion on some of our courses, which can be shared on any social network or business platform.

Digital badges are yours to keep, forever.

YOU MIGHT ALSO LIKE

Rating 4.0 of 1 users Rating 4.0 of 1 users (1)
Rating 4.6 of 7 users Rating 4.6 of 7 users (7)
Rating 4.5 of 139 users Rating 4.5 of 139 users (139)