To be a good machine learning engineer you have to know what types of GPUs there are and their relative performances.
1. Data Center GPUs (AI/HPC)
The best GPU types and optimized for AI/HPC.
They are usually named in AX00
, where A is the Capital letter of their architecture, and X is a number that represents improvement in the current architecture
ex)
_ H100: First version of Hopper
GPU
_ H200: Second version of Hopper
GPU
2. Professional Visualization (Workstation)
- Models with
A
prefix. - Used for GPU-intensive tasks such as CAD/3D Modeling/Video Editing
3. Gaming GPUs
- Used in personal PCs for gaming and consumer applications