Microsoft
Drive higher utilization of your Java apps - autoscaling
Learn how to drive higher utilization of your Java apps on Azure using autoscaling
- Microsoft Learn
- 55 minutes
- Self-paced
- Free course
- Free badge
- Intermediate
Free online
Autoscaling courses 14
Learn Autoscaling online: university courses, full YouTube courses, and courses with free certificates, from the IITs, MIT, Harvard, Google, Microsoft and more.
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Oracle
Oracle Autonomous Database Administration Workshop
Learn the fundamentals of Autonomous databases and take your DBA skills knowledge to the next level and learn to deploy and administer Autonomous databases. Explore planning, implementing, and deploying an Oracle Autonomous Database, the first and only autonomous database service in the cloud.In th…
- edX
- Self-paced
- Free to audit
- Paid certificate
- Beginner
Google Cloud
Autoscaling an Instance Group with Custom Cloud Monitoring Metrics
This is a self-paced lab that takes place in the Google Cloud console. This lab describes how to deploy an autoscaling Compute Engine instance group that is automatically scaled using a custom Cloud monitoring metric
- Coursera
- 45 minutes
- Self-paced
- Paid · free trial
- Paid certificate
Microsoft
Applied ML & AI
Build production-grade machine learning systems on Azure. Architect automated Machine Learning pipelines, optimize models with HyperDrive, deploy scalable scoring endpoints, and monitor for drift using Responsible AI and MLOps practices.
- edX
- Self-paced
- Free to audit
- Paid certificate
- Advanced
Google Cloud
Monitoring and Managing Bigtable Health and Performance
This is a self-paced lab that takes place in the Google Cloud console. In this lab, you monitor disk and CPU usage in a Bigtable instance, update an existing cluster to apply node autoscaling, implement replication in an instance, and back up and restore data in Bigtable.
- Coursera
- 1 hour
- Self-paced
- Paid · free trial
- Paid certificate
Google Cloud
Autoscaling TensorFlow Model Deployments with TF Serving and Kubernetes
This is a self-paced lab that takes place in the Google Cloud console. AutoML Vision helps developers with limited ML expertise train high quality image recognition models. In this hands-on lab, you will learn how to train a custom model to recognize different types of clouds (cumulus, cumulonimbus…
- Coursera
- 1 hour 30 minutes
- Self-paced
- Paid · free trial
- Paid certificate
Google Cloud
Understanding and Combining GKE Autoscaling Strategies
This is a self-paced lab that takes place in the Google Cloud console. In this lab you will explore the benefits of different Google Kubernetes Engine autoscaling strategies, like Horizontal Pod Autoscaling and Vertical Pod Autoscaling for pod-level scaling, and Cluster Autoscaler and Node Auto Pro…
- Coursera
- 1 hour 30 minutes
- Self-paced
- Paid · free trial
- Paid certificate
Pragmatic AI Labs
Generative AI and LLMs on AWS
Unlock scalable generative AI with expert training on deploying and optimizing large language models on AWS for peak performance and compliance.
- edX
- 4 weeks, 3 - 6 hours per week
- Self-paced
- Free to audit
- Paid certificate
- Beginner
Google Cloud
Container Workload Management and Production Operations
Run Kubernetes Workloads at Scale
Learning path or series
- Coursera
- Self-paced
- Paid · free trial
- Paid certificate
CodeSignal
Introduction to Kubernetes
Learn Kubernetes from the ground up: run and manage Pods, scale apps with Deployments, expose services, persist data with volumes, and operate production-ready workloads with health checks, autoscaling, and troubleshooting.
- edX
- Self-paced
- Free to audit
- Paid certificate
- Intermediate
Coursera
Launch an auto-scaling AWS EC2 virtual machine
In this 1-hour long project-based course, you will learn how to Launch an autoscaling AWS EC2 virtual machine using the AWS console. Amazon Elastic Compute Cloud is the service you use to create and run virtual machines (VM), also known as instances. By completing the steps in this guided project,…
- Coursera
- 2 hours
- Self-paced
- Paid · free trial
- Paid certificate
Coursera
Deploy and Optimize Cloud AI Architectures
This short course helps you deploy and optimize scalable machine learning workloads in the cloud using managed AI services. You’ll start by learning how distributed training jobs work on platforms like Amazon SageMaker. Then you’ll configure training pipelines using Spot Instances and autoscaling f…
- Coursera
- Self-paced
- Paid · free trial
- Paid certificate
Coursera
High-Availability Scaling with Kubernetes: Web Services
In this 1-hour long project-based course, you will learn how to set up Kubernetes clusters and deploy applications to ensure high availability, configure horizontal pod autoscaling to manage traffic spikes and optimise resource utilisation and finally implement and test failure recovery strategies…
- Coursera
- 1
- Self-paced
- Paid · free trial
- Paid certificate
Packt
Advanced Kubernetes: Security, Scaling, and Operations
Mastering Kubernetes is critical for modern cloud-native environments, and this course dives deep into securing clusters, managing workloads, and scaling applications efficiently. You will gain expertise in advanced scheduling, autoscaling, and traffic management, enabling resilient and high-perfor…
- Coursera
- 4.5 hours
- Self-paced
- Paid · free trial
- Paid certificate