Arm Learning Paths

ML

Accelerate Generative AI workloads using KleidiAI

CPP - Generative AI - Neon - Runbook - Linux

17 Jun 2026 1 hr

PERFORMANCE AND ARCHITECTURE

Accelerate Matrix Multiplication Performance with SME2

C - Clang - LLVM - SME2 - Linux

17 Jun 2026 1 hr

CI-CD

Access remote devices with Remote.It

Remote.It - Linux - Windows - macOS

17 Jun 2026 45 min

CI-CD

Automate MCP server testing using Pytest and Testcontainers

Python - Pytest - Docker - GitHub Actions - Testcontainers

17 Jun 2026 1 hr

PERFORMANCE AND ARCHITECTURE

Boost C++ performance by optimizing loops with boundary information

CPP - Runbook - Linux

17 Jun 2026 15 min

CI-CD

Build a CI/CD pipeline using GitLab-hosted Arm runners

GitLab - Docker - C - Linux

17 Jun 2026 30 min

CONTAINERS AND VIRTUALIZATION

Build a CI/CD pipeline with GitLab on Google Axion

Kubernetes - Docker - GitLab - Linux

17 Jun 2026 30 min

ML

Build a Multimodal Retail Restocking Assistant on Armv9 With MNN

CMake - CPP - Bash - Linux

17 Jun 2026 1 hr 30 min

ML

Build an edge AI Reachy Mini app with Raspberry Pi, MediaPipe, and MuJoCo

Raspberry Pi - Reachy Mini - Python - MediaPipe - FastAPI

17 Jun 2026 1 hr

PERFORMANCE AND ARCHITECTURE

Build an Embedded Application with Rust and Debug with Arm Development Studio

IP Explorer - Baremetal

17 Jun 2026 1 hr

PERFORMANCE AND ARCHITECTURE

Build and deploy multi-node Zenoh systems on Raspberry Pi

ROS 2 - C - Raspberry Pi - Zenoh - Rust

17 Jun 2026 45 min

CONTAINERS AND VIRTUALIZATION

Build multi-architecture container images with Docker Build Cloud

Docker - Linux

17 Jun 2026 30 min

CI-CD

Build multi-architecture container images with GitHub Arm-hosted runners

GitHub - Docker - Runbook - Linux

17 Jun 2026 30 min

PERFORMANCE AND ARCHITECTURE

Compare Arm Neoverse and Intel x86 top-down performance analysis with PMU counters

GCC - Clang - Perf - topdown-tool - Linux

17 Jun 2026 30 min

Create a new Learning Path

Hugo

17 Jun 2026 1 hr

CONTAINERS AND VIRTUALIZATION

Create and deploy a custom Topo Template

Topo - Docker - SSH - Linux - macOS

17 Jun 2026 30 min

ML

Create and train a PyTorch model for digit classification using the MNIST dataset

Android Studio - Visual Studio Code - Windows - Linux - macOS

17 Jun 2026 2 hrs 40 min

PERFORMANCE AND ARCHITECTURE

Custom software for simulation with IP Explorer

IP Explorer - Baremetal

17 Jun 2026 1 hr

CONTAINERS AND VIRTUALIZATION

Deploy a Windows on Arm virtual machine on Microsoft Azure

Windows

17 Jun 2026 15 min

PERFORMANCE AND ARCHITECTURE

Deploy an AWS IoT Greengrass custom component to Arm devices and verify PAC/BTI support

AWS IoT Greengrass - Python - Java - MQTT - YAML

17 Jun 2026 30 min

ML

Deploy an MCP Server on Raspberry Pi 5 for AI Agent Interaction using OpenAI SDK

Python - AI - Raspberry Pi - MCP - Linux

17 Jun 2026 30 min

CONTAINERS AND VIRTUALIZATION

Deploy containerized workloads to Arm-based Linux targets with Topo

Topo - Docker - SSH - Visual Studio Code - Linux

17 Jun 2026 30 min

CONTAINERS AND VIRTUALIZATION

Deploy Tinkerblox UltraEdge HPC-I for AI and mixed workloads on Arm

Tinkerblox - Linux - other

17 Jun 2026 1 hr

PERFORMANCE AND ARCHITECTURE

Develop a native C++ library on an Arm-based machine

CPP - GCC - Clang - CMake - Google Test

17 Jun 2026 2 hrs

PERFORMANCE AND ARCHITECTURE

Get started with Realm Management Extension (RME)

Trusted Firmware - Arm Development Studio - RME - CCA - Runbook

17 Jun 2026 30 min

CI-CD

Integrate Arm Virtual Hardware into CI/CD workflow 1

Arm Virtual Hardware - GitHub - Baremetal

17 Jun 2026 30 min

CI-CD

Integrate Arm Virtual Hardware into CI/CD workflow 2

Arm Virtual Hardware - GitHub - Baremetal

17 Jun 2026 30 min

PERFORMANCE AND ARCHITECTURE

Introduction to SIMD.info

GCC - Clang - Rust - Runbook - Linux

17 Jun 2026 30 min

PERFORMANCE AND ARCHITECTURE

Learn about Autovectorization

GCC - Clang - Runbook - Linux

17 Jun 2026 45 min

PERFORMANCE AND ARCHITECTURE

Learn about function multiversioning

C - CPP - Runbook - Linux - Android

17 Jun 2026 1 hr

PERFORMANCE AND ARCHITECTURE

Learn about integer and floating-point conversions

GCC - Clang - Runbook - Linux

17 Jun 2026 30 min

PERFORMANCE AND ARCHITECTURE

Learn about LLVM Machine Code Analyzer

Assembly - llvm-mca - Runbook - Linux - Windows

17 Jun 2026 1 hr

CONTAINERS AND VIRTUALIZATION

Learn how to use Docker

Docker - Linux

17 Jun 2026 30 min

PERFORMANCE AND ARCHITECTURE

Learn SVE and SME programming with SIMD Loops

C - CPP - GCC - Clang - SME2

17 Jun 2026 30 min

PERFORMANCE AND ARCHITECTURE

Memory latency for application software developers

GCC - Clang - Runbook - Linux

17 Jun 2026 40 min

PERFORMANCE AND ARCHITECTURE

Migrate x86-64 SIMD to Arm64

GCC - Clang - Linux

17 Jun 2026 30 min

PERFORMANCE AND ARCHITECTURE

Optimize SIMD code with vectorization-friendly data layout

GCC - Clang - Runbook - Linux

17 Jun 2026 45 min

PERFORMANCE AND ARCHITECTURE

Porting architecture specific intrinsics

Neon - SVE - Intrinsics - Runbook - Linux

17 Jun 2026 30 min

ML

Profile ExecuTorch models with SME2 on Arm

ExecuTorch - Python - CMake - SME2 - macOS

17 Jun 2026 1 hr 30 min

ML

Run ERNIE-4.5 Mixture of Experts model on Armv9 with llama.cpp

Python - CPP - Bash - llama.cpp - Linux

17 Jun 2026 1 hr

PERFORMANCE AND ARCHITECTURE

Sample Instructions with WindowsPerf and Arm SPE

WindowsPerf - Python - perf - Windows

17 Jun 2026 30 min

PERFORMANCE AND ARCHITECTURE

Understand floating-point behavior across x86 and Arm architectures

CPP - Linux

17 Jun 2026 30 min

PERFORMANCE AND ARCHITECTURE

Understand the `restrict` keyword in C99

GCC - Clang - SVE2 - Runbook - Linux

17 Jun 2026 30 min

PERFORMANCE AND ARCHITECTURE

Use the Eigen Linear Algebra Library on Arm

GCC - Clang - Runbook - Linux

17 Jun 2026 45 min

PERFORMANCE AND ARCHITECTURE

Write a Dynamic Memory Allocator

C - Runbook - Linux

17 Jun 2026 2 hrs

PERFORMANCE AND ARCHITECTURE

Write Neon intrinsics using GitHub Copilot to improve Adler32 performance

GCC - Runbook - Linux

17 Jun 2026 45 min

PERFORMANCE AND ARCHITECTURE

Write SIMD code on Arm using Rust

GCC - Clang - Rust - Runbook - Linux

17 Jun 2026 30 min

Cross Platform

Accelerate Generative AI workloads using KleidiAI

Accelerate Matrix Multiplication Performance with SME2

Access remote devices with Remote.It

Automate MCP server testing using Pytest and Testcontainers

Boost C++ performance by optimizing loops with boundary information

Build a CI/CD pipeline using GitLab-hosted Arm runners

Build a CI/CD pipeline with GitLab on Google Axion

Build a Multimodal Retail Restocking Assistant on Armv9 With MNN

Build an edge AI Reachy Mini app with Raspberry Pi, MediaPipe, and MuJoCo

Build an Embedded Application with Rust and Debug with Arm Development Studio

Build and deploy multi-node Zenoh systems on Raspberry Pi

Build multi-architecture container images with Docker Build Cloud

Build multi-architecture container images with GitHub Arm-hosted runners

Compare Arm Neoverse and Intel x86 top-down performance analysis with PMU counters

Create a new Learning Path

Create and deploy a custom Topo Template

Create and train a PyTorch model for digit classification using the MNIST dataset

Custom software for simulation with IP Explorer

Deploy a Windows on Arm virtual machine on Microsoft Azure

Deploy an AWS IoT Greengrass custom component to Arm devices and verify PAC/BTI support

Deploy an MCP Server on Raspberry Pi 5 for AI Agent Interaction using OpenAI SDK

Deploy containerized workloads to Arm-based Linux targets with Topo

Deploy Tinkerblox UltraEdge HPC-I for AI and mixed workloads on Arm

Develop a native C++ library on an Arm-based machine

Get started with Realm Management Extension (RME)

Integrate Arm Virtual Hardware into CI/CD workflow 1

Integrate Arm Virtual Hardware into CI/CD workflow 2

Introduction to SIMD.info

Learn about Autovectorization

Learn about function multiversioning

Learn about integer and floating-point conversions

Learn about LLVM Machine Code Analyzer

Learn how to use Docker

Learn SVE and SME programming with SIMD Loops

Memory latency for application software developers

Migrate x86-64 SIMD to Arm64

Optimize SIMD code with vectorization-friendly data layout

Porting architecture specific intrinsics

Profile ExecuTorch models with SME2 on Arm

Run ERNIE-4.5 Mixture of Experts model on Armv9 with llama.cpp

Sample Instructions with WindowsPerf and Arm SPE

Understand floating-point behavior across x86 and Arm architectures

Understand the `restrict` keyword in C99

Use the Eigen Linear Algebra Library on Arm

Write a Dynamic Memory Allocator

Write Neon intrinsics using GitHub Copilot to improve Adler32 performance

Write SIMD code on Arm using Rust