Horizontal Pod Autoscaling Courses and Certifications

Autoscaling TensorFlow Model Deployments with TF Serving and Kubernetes

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, etc.).

• Google Skills
• 1-2 hours
• Self-Paced
• Paid Course

Kubernetes Reliability and Operations

Make Kubernetes applications production-ready by managing namespaces and resources, configuring health probes and autoscaling, and systematically troubleshooting failures.

• CodeSignal
• 3 hours
• Self-Paced
• Free Certificate

Coursera

High-Availability Scaling with Kubernetes: Web Services

Deploy an e-commerce app on Kubernetes: set up clusters, configure horizontal pod autoscaling, load balancing, resource requests, limits and affinity rules, and test failure recovery.

• Coursera
• 1 hour 36 minutes
• Self-Paced
• Paid Course

Coursera

Scaling E-Commerce with Kubernetes: Deploy Web Apps

Deploy and scale an e-commerce app with Docker and Kubernetes: containerize services, set up deployments, configure horizontal pod autoscaling, resource limits, affinity rules, and failure recovery.

• Coursera
• 1 hour 43 minutes
• Self-Paced
• Paid Course

Coursera

Scale Kubernetes: Optimize Your Systems

Optimize Kubernetes resource use for ML workloads: analyze pod and node utilization metrics, tune Horizontal Pod Autoscalers on CPU, memory and custom metrics, and set requests and limits.

• Coursera
• 2 weeks, 1 hour a week
• Self-Paced
• Paid Course

Learn to scale servers and databases, use autoscalers, and choose architectures for performant, cost-efficient web applications.

• IBM Training
• 1 hour
• Self-Paced
• Free Online Course

Rawkode Academy

Monitoring and Scaling Laravel on Kubernetes - Part 2

Learn to monitor and auto-scale Laravel applications on Kubernetes using Prometheus metrics, adapters, and Horizontal Pod AutoScalers for efficient resource management and improved performance.

• YouTube
• 1 hour 16 minutes
• Self-Paced
• Free Video

Rawkode Academy

Monitoring and Scaling Laravel on Kubernetes

Explore auto-scaling Laravel on Kubernetes using metrics, including HPA setup, Metric Server deployment, and Linkerd sidecar integration for enhanced monitoring and performance optimization.

• YouTube
• 1 hour 56 minutes
• Self-Paced
• Free Video

Keda with Prometheus: Scaling Kubernetes Applications Using Custom Metrics

Aprenda a escalar aplicaciones Kubernetes con métricas personalizadas usando Keda y Prometheus. Descubra cómo mejorar la eficiencia y rendimiento de sus aplicaciones en situaciones de alta demanda.

• YouTube
• 18 minutes
• Self-Paced
• Free Video

CNCF Live Webinar - Kubernetes 1.23 Release

Explore Kubernetes 1.23 release updates, including major themes, SIG updates, and new features across various components like API machinery, storage, networking, and security.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

Dynatrace

Mastering Kubernetes Resiliency and Costs with Dynatrace

Optimize Kubernetes cluster costs, enhance resiliency, and leverage Dynatrace for effective monitoring. Learn resource allocation, auto-scaling, and observability best practices through live demos and real-world scenarios.

• YouTube
• 1 hour 1 minute
• Self-Paced
• Free Video

Scaling Made Simple: Implementing Autoscaling for Optimal Kubernetes Performance

Learn effective Kubernetes autoscaling techniques for optimal performance. Explore best practices, tools, and lessons learned to meet changing user demands and improve cluster capacity management.

• YouTube
• 17 minutes
• Self-Paced
• Free Video

Docker

Building, Testing, and Autoscaling a Kubernetes-Native IoT Pipeline

Learn how ndustrial.io replaced their IoT pipeline with a Kubernetes-native solution using Pulsar and Helm, enabling seamless development, testing, and automatic scaling to handle traffic spikes.

• YouTube
• 23 minutes
• Self-Paced
• Free Video

Cgroups V2: Before You Jump In - Lessons from Adobe's Experience

Explore cgroups v2 in Kubernetes: challenges, impacts on cloud-native architecture, and new features. Learn from Adobe's experience to guide your transition and avoid potential pitfalls.

• YouTube
• 29 minutes
• Self-Paced
• Free Video

SIG Autoscaling Updates and Feature Highlights in Kubernetes

Explore the latest updates and features in Kubernetes autoscaling, including Cluster Autoscaler, Horizontal Pod Autoscaler, and Vertical Pod Autoscaler. Learn about performance improvements and new gRPC extension points.

• YouTube
• 45 minutes
• Self-Paced
• Free Video