# An AI Engineer's Guide To Choosing GPUs

DevFeed: [An AI Engineer's Guide To Choosing GPUs](<https://devfeed.tech/articles/an-ai-engineer-s-guide-to-choosing-gpus-35011.md>)

Original publisher: [Read original article](<https://read.theaimerge.com/p/an-ai-engineers-guide-to-choosing>)

Author: Alex Razvant

Published: 2025-12-07T14:02:40Z

Content type: tutorial

Language: en

Sources: [Neural Bits](<https://devfeed.tech/sources/neural-bits.md>)

Topics: [GPU](<https://devfeed.tech/topics/gpu.md>), [Nvidia](<https://devfeed.tech/topics/nvidia.md>), [Hardware](<https://devfeed.tech/topics/hardware.md>), [Machine learning](<https://devfeed.tech/topics/machine-learning.md>), [Artificial Intelligence](<https://devfeed.tech/topics/ai.md>), [Inference](<https://devfeed.tech/topics/inference.md>), [Large Language Model](<https://devfeed.tech/topics/llm.md>), [Blackwell](<https://devfeed.tech/topics/blackwell.md>), [Hopper](<https://devfeed.tech/topics/hopper.md>), [lora](<https://devfeed.tech/topics/lora.md>), [NCCL](<https://devfeed.tech/topics/nccl.md>), [Kernel](<https://devfeed.tech/topics/kernel.md>)

Tags: [ai](<https://devfeed.tech/tags/ai.md>), [ai-engineer](<https://devfeed.tech/tags/ai-engineer.md>), [architecture](<https://devfeed.tech/tags/architecture.md>), [blackwell](<https://devfeed.tech/tags/blackwell.md>), [clusters](<https://devfeed.tech/tags/clusters.md>), [compute](<https://devfeed.tech/tags/compute.md>), [data-center](<https://devfeed.tech/tags/data-center.md>), [deep-dive](<https://devfeed.tech/tags/deep-dive.md>), [gpu](<https://devfeed.tech/tags/gpu.md>), [guide](<https://devfeed.tech/tags/guide.md>), [hardware](<https://devfeed.tech/tags/hardware.md>), [hopper](<https://devfeed.tech/tags/hopper.md>), [inference](<https://devfeed.tech/tags/inference.md>), [llm](<https://devfeed.tech/tags/llm.md>), [ml](<https://devfeed.tech/tags/ml.md>), [nvidia](<https://devfeed.tech/tags/nvidia.md>), [nvlink](<https://devfeed.tech/tags/nvlink.md>), [pcie](<https://devfeed.tech/tags/pcie.md>), [software](<https://devfeed.tech/tags/software.md>), [technical](<https://devfeed.tech/tags/technical.md>)

## AI overview

A technical guide to choosing NVIDIA GPUs for AI workloads. It explains how GPU microarchitecture, memory subsystems, form factors, and interconnects affect capabilities, scaling, training, and inference, and compares consumer and data-center GPUs.

## Source excerpt

A deep dive on technical Hardware and Software details of NVIDIA GPUs for AI Workloads.