30 Jan 2023
https://timdettmers.com/2023/01/30/which-gpu-for-deep-learning/
Here, I provide an in-depth analysis of GPUs for deep learning/machine learning and explain what is the best GPU for your use-case and budget.
17 Oct 2018
https://timdettmers.com/2018/10/17/tpus-vs-gpus-for-transformers-bert/
Here I develop a theoretical model of TPUs vs GPUs for transformers as used by BERT and show that current GPUs are about 32% to 54% slower for this task.
https://timdettmers.com/
Making deep learning accessible.
https://timdettmers.com/page/2/
https://timdettmers.com/category/academia/
https://timdettmers.com/category/academia/phd-life/
https://timdettmers.com/category/deep-learning/
https://timdettmers.com/category/hardware/
In-depth blog posts with complete analysis of hardware for deep learning. I compare GPUs and other accelerators and explain how they work.
https://timdettmers.com/category/science/
https://timdettmers.com/category/science/neuroscience/
In-depth blog posts that cross-analyze the interfaces between deep learning, neuroscience, and hardware.