NUMA Courses and Certifications

Hyper-V on Windows Server 2016 and Windows 10

1624 ratings at Udemy

Master Hyper-V virtualization on Windows Server 2016 and Windows 10. Create, manage, and secure virtual machines, configure networking, and automate tasks with PowerShell for efficient resource utilization.

• Udemy
• 4-5 hours
• On-Demand
• Paid Course

Devoxx

Java 9 - The Quest for Very Large Heaps

Explore Java 9's garbage collection improvements for large memory applications, including G1 architecture, concurrent marking, and enhanced performance for data-intensive software.

• YouTube
• 52 minutes
• On-Demand
• Conference Talk

Red Hat

Performance Tuning Red Hat Enterprise Linux Platform for Databases

Optimize Red Hat Enterprise Linux for database performance through OS tuning, Linux containers, and performance tools. Learn NUMA, memory, network, and virtualization tuning techniques.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Conference Talk

Cutting Edge Toolchain - Latest Features in GCC and GLIBC

Explore latest features in GCC 8/9 and Glibc 2.29, including performance optimizations, security enhancements, and CPU architecture advancements for Linux developers.

• YouTube
• 47 minutes
• On-Demand
• Free Video

CNCF [Cloud Native Computing Foundation]

Deep Dive - SIG VMware

Explore Kubernetes scheduling on vSphere, optimizing performance and availability through configuration tuning. Learn to integrate topology labels for improved resource management and high availability.

• YouTube
• 45 minutes
• On-Demand
• Conference Talk

Linux Plumbers Conference

A NUMA Interface for Futex2 BoF

Exploring NUMA-aware interface for futex2 to improve scalability and reduce latency in multi-node systems. Discusses proposed design and seeks feedback on enhancing futex performance.

• YouTube
• 33 minutes
• On-Demand
• Conference Talk

CNCF [Cloud Native Computing Foundation]

This is The Way - A Crash Course on CPU Management Intricacies in Kubernetes

Explore CPU management in Kubernetes, covering policies, NUMA zones, topology management, and community solutions for optimizing cluster performance and security.

• YouTube
• 23 minutes
• On-Demand
• Free Video

Linux Plumbers Conference

XDP 1.5 Years in Production - Evolution and Lessons Learned

Evolution of XDP and BPF in production: performance improvements, operational challenges, and future enhancements. Insights from Facebook's network processing implementation using XDP for over 1.5 years.

• YouTube
• 33 minutes
• On-Demand
• Conference Talk

Linux Plumbers Conference

Malloc for Everyone and Beyond NUMA

Exploring memory management in heterogeneous computing, addressing challenges beyond NUMA, and proposing a unified API for diverse memory types in modern systems.

• YouTube
• 43 minutes
• On-Demand
• Conference Talk

Linux Memory Management and Containers - Tutorial

Explore Linux memory management principles and their impact on containerized processes, covering demand paging, swapping, OOM killing, and NUMA configurations. Practical exercises included.

• YouTube
• 1 hour 36 minutes
• On-Demand
• Free Video

Linux Plumbers Conference

A move_pages() Equivalent for Physical Memory

Proposal for a syscall to migrate physical memory contents between NUMA nodes, exploring integration with mm/migrate.c and potential applications in tiering frameworks.

• YouTube
• 30 minutes
• On-Demand
• Free Video

CNCF [Cloud Native Computing Foundation]

Kubernetes WG Batch: Recent Improvements and Future Roadmap

Explore recent improvements and future plans for batch workload support in Kubernetes, including Job API enhancements, Kueue developments, and hardware resource management advancements.

• YouTube
• 40 minutes
• On-Demand
• Free Video

Comparing Performance of NVMe Hard Drives in KVM, Baremetal, and Docker - Using Fio and SPDK

Explore NVMe drive performance across KVM, Baremetal, and Docker environments using Fio and SPDK. Learn testing methods and analysis for optimizing virtual testbed applications.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Comparing Performance of NVMe Hard Drives in KVM, Baremetal, and Docker - Virtual Testbed Applications

Explore NVMe drive performance across KVM, Baremetal, and Docker environments using Fio and SPDK. Learn testing methods, tools, and protocols for optimizing virtual testbed applications.

• YouTube
• 43 minutes
• On-Demand
• Free Video

Under the Hood of a Shard-per-Core Database Architecture

Explore ScyllaDB's shard-per-core architecture and Seastar framework, learning how modern database design optimizes performance, scalability, and resource utilization in server technology.

• YouTube
• 47 minutes
• On-Demand
• Free Video