Data Analytics, Big Data and AI Training Courses at LRZ
In addition to supporting traditional HPC applications, the Leibniz Supercomputing Centre (LRZ) is offering systems and services to address the increasing demand of data analytics, big data and AI workflows. In a series of trainings, we provide introductory courses for researchers and students who want to utilize LRZ resources for tasks of this nature.
Current AI Training Series
Introduction to Container Technology & Application to AI at LRZ
see Container Technology and AI Material
/ Orientation Session
Introduction to SSH, see SSH Tutorial
Introduction to GNU/Linux
Advanced SSH, see SSH Tutorial
Short History of Computing
Panorama of Systems at LRZ
User Perspective on LRZ Systems
Slurm
Archive of Data Analytics, Big Data and Machine Learning Training Course Materials
2024/04-05
/ Orientation Session
Introduction to SSH, see SSH Tutorial
Introduction to GNU/Linux
Advanced SSH, see SSH Tutorial
Short History of Computing
Panorama of Systems at LRZ
User Perspective on LRZ Systems
Slurm
Introduction to Container Technology & Application to AI at LRZ
see Container Technology and AI Material
Introduction to LRZ AI Systems
High Performance Data Analytics Using R at LRZ
Slides: HPDA Using R at LRZ
2023/10
/ Orientation Session
Short History of Computing
Introduction to SSH, see SSH Tutorial
Introduction to GNU/Linux
Panorama of Systems at LRZ
Advanced SSH, see SSH Tutorial
User Perspective on LRZ Systems
Slurm
Intro to Container Technology & Application to AI at LRZ
see Container Technology and AI Material
Introduction to the LRZ AI Systems
Introduction to the LRZ Linux Cluster
Working with the LRZ Linux Cluster
Software Provisioning at LRZ
High Performance Data Analytics Using R at LRZ
Introductory AI Workshop by Intel
see Introductory AI Workshop by Intel
2023/04
Orientation Session
A Very Brief History of Computing
Introduction to GNU/Linux - Part 1
Introduction to SSH, see SSH Tutorial
Introduction to GNU/Linux - Part 2
Panorama of systems @ LRZ
Advanced SSH Topics, see SSH Tutorial
User Perspective on LRZ Systems
Intro to Container Technology & Application to AI at LRZ
see Container Technology and AI Material
Introduction to the LRZ AI Systems
Intel AI Workshop - Accelerated Machine Learning with Intel
Introduction to AI with Intel
How to Accelerate Classical Machine Learning on Intel Architecture
Introduction to the LRZ Linux Cluster
Slides Introduction to the LRZ Linux Cluster, Slides Software Provisioning
High Performance Data Analytics Using R at LRZ
10/2022
Introduction to GNU/Linux and the Shell: see Linux and Shell Material, Slides
Introduction to SSH: see SSH Tutorial
Introduction to Multiuser Cluster Systems at LRZ: see Multi-user Cluster Material
Introduction to Container Technology & Application to AI at LRZ: see Container Technology and AI Material
Introduction to the LRZ AI Systems: see AI Systems Material
Introduction to the LRZ Compute Cloud: see Compute Cloud Material
Intel® AI Workshop Module #1: Accelerated Machine Learning with Intel®:
Intel® AI Workshop Module #2: Accelerated Deep Learning with Intel®
- Performance Optimizations for Deep Learning
- AI-driven Multiphysics HPC Applications
- Introduction to Neural Network Compression Techniques
- Easily speed up Deep Learning inference – Write once deploy anywhere!
- Uncertainty estimation
Introduction to the LRZ Linux Cluster: Slides, Software Ecosystem
High Performance Data Analytics Using R at LRZ: Slides
04/2022
Introduction to GNU/Linux and SSH: see Linux and Shell Material and SSH Tutorial
Introduction to Multiuser Cluster Systems at LRZ: Slides
Introduction to Container Technology & Application to AI at LRZ: see Container Technology and AI Material
Introduction to the LRZ AI Infrastructure: see AI Systems Material
Intel® AI Workshop Module #1: Accelerated Machine Learning with Intel®: Slides 1, 2, 3
Intel® AI Workshop Module #2: Accelerated Deep Learning with Intel®: Slides 1, 2, 3, 4
A Closer Look at the LRZ Linux Cluster and Compute Cloud: Linux Cluster Slides, Compute Cloud Material
High Performance Data Analytics Using R at LRZ: Slides
10/2021
Introduction to GNU/Linux and the Shell: see Linux and Shell Material
Introduction to SSH: see SSH Tutorial
Introduction to the LRZ HPC Infrastructure: Slides
Introduction to the LRZ Compute Cloud: see Compute Cloud Material
Introduction to Container Technology & Application to AI at LRZ: see Container Technology and AI Material
Introduction to the LRZ AI Infrastructure: see AI Systems Material
Intel® AI Workshop Module #1 - Accelerated Machine Learning with Intel®: Slides 0, 1, 2, 3
Intel® AI Workshop Module #2 - Accelerated Deep Learning with Intel®: Slides 1, 2, 3
Using Python at LRZ: see Using Python at LRZ Material
High Performance Data Analytics Using R at LRZ: Slides
04/2021
Q&A - Introduction to GNU/Linux and SSH: Linux and Shell Material, SSH Tutorial
Introduction to the LRZ HPC Infrastructure: Slides
Introduction to the LRZ Compute Cloud: Slides
Using R at LRZ: Slides 1, 2
Introduction to Container Technology & Application to AI at LRZ: Container Technology and AI Material
Introduction to the LRZ AI Infrastructure: Slides
Intel® AI HPC Workshop #1: Machine Learning: Slides 1, 2, 3
Intel® AI HPC Workshop #2: Deep Learning: Slides 1, 2, 3
10/2020
- Introduction to GNU/Linux and SSH:
Linux and Shell Material
SSH Tutorial - Introduction to the LRZ Compute Cloud (Prerequisite: 1)
- Introduction to the LRZ HPC Infrastructure (Prerequisite: 1)
- Using R at LRZ (Prerequisites: 1, 3)
Machine Learning with R at LRZ, Demo R Script (Prerequisites: 1, 3, 4)
- Introduction to the LRZ AI Infrastructure (Prerequisite: 1, 3)
- Intel® AI HPC Workshop #1: Machine Learning Module (Prerequisites: 1, 3)
- Intel® AI HPC Workshop #2: Deep Learning Module (Prerequisite: 1, 3)
04/2020
- Introduction to SSH (04/2020)
- Introduction to the LRZ HPC Infrastructure (04/2020)
10/2019
- Introduction to GNU/Linux (10/2019)
- Introduction to SSH (10/2019)
- Introduction to the LRZ HPC Infrastructure (10/2019)
- Introduction to the LRZ Compute Cloud (10/2019)
- Using Python at LRZ (10/2019)
- Using R at LRZ (10/2019)
- Intel Artificial Intelligence Workshop:
Enhance Machine Learning Performance with Intel Software Tools (10/2019) - Intel Artificial Intelligence Workshop:
Deep Learning at Scale using Distributed Frameworks (10/2019) - Advanced HPC Cluster Usage with R at LRZ (10/2019)
- Machine Learning with R at LRZ (10/2019)