Hardware-Conscious Data Processing (ST 2025) - tele-TASK

About Hardware-Conscious Data Processing (ST 2025) - tele-TASK

Hardware development continuously advances, with different technologies improving at different paces. While the number of transistors in a CPU package grows, the single-core performance stagnates due to physical limitations. These trends require changes in data processing to keep database management systems efficient. In this lecture, we will take a look at current computer architectures and accelerator technologies and how they can be used for efficient data processing. We will cover CPU and memory architecture, the storage hierarchy, modern memory and storage technologies, such as NVMe, fast interconnects, such as Infiniband, NVLink, and CXL, and accelerators, such as GPUs and FPGAs. The course has a significant practical part, where the students learn to implement data structures and algorithms tailored to hardware-conscious data processing.

Publisher

Prof. Dr. Tilmann Rabl

Category

education

Language

en

Explicit

No

First episode

8 Apr 2025

Latest episode

15 Jul 2025

Latest episodes

25 episodes in the feed.

1. 

   15 Jul 2025

   Task 4: GPU Join

2. 

   9 Jul 2025

   Summary

3. 

   8 Jul 2025

   Field Programmable Gate Arrays

Podcast Authority Score: 24 / 100

A composite of feed quality, social presence, YouTube performance and engagement. Read the methodology.

Quality

47

Social presence

0

YouTube

0

Engagement

0

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