![Towards Efficient Multi-GPU Training in Keras with TensorFlow | by Bohumír Zámečník | Rossum | Medium Towards Efficient Multi-GPU Training in Keras with TensorFlow | by Bohumír Zámečník | Rossum | Medium](https://miro.medium.com/max/1200/1*1mFCYayQ1DMp0HZvg3ULHw.png)
Towards Efficient Multi-GPU Training in Keras with TensorFlow | by Bohumír Zámečník | Rossum | Medium
GPU significantly slower than CPU on WSL 2 & nvidia-docker2 · Issue #41108 · tensorflow/tensorflow · GitHub
![tensorflow - object detection Training becomes slower in time. Uses more CPU than GPU as the training progresses - Stack Overflow tensorflow - object detection Training becomes slower in time. Uses more CPU than GPU as the training progresses - Stack Overflow](https://user-images.githubusercontent.com/29851832/33925969-561cd816-e002-11e7-98bc-3ea3ef973ebd.png)
tensorflow - object detection Training becomes slower in time. Uses more CPU than GPU as the training progresses - Stack Overflow
TensorFlow Performance with 1-4 GPUs -- RTX Titan, 2080Ti, 2080, 2070, GTX 1660Ti, 1070, 1080Ti, and Titan V | Puget Systems
![GitHub - moritzhambach/CPU-vs-GPU-benchmark-on-MNIST: compare training duration of CNN with CPU (i7 8550U) vs GPU (mx150) with CUDA depending on batch size GitHub - moritzhambach/CPU-vs-GPU-benchmark-on-MNIST: compare training duration of CNN with CPU (i7 8550U) vs GPU (mx150) with CUDA depending on batch size](https://user-images.githubusercontent.com/33765868/34654656-19171952-f3ff-11e7-9d1b-2f7c1ff8333b.png)
GitHub - moritzhambach/CPU-vs-GPU-benchmark-on-MNIST: compare training duration of CNN with CPU (i7 8550U) vs GPU (mx150) with CUDA depending on batch size
keras with tensorflow backend is 4x slower than normal keras on GPU machines · Issue #38689 · tensorflow/tensorflow · GitHub
![A demo is 1.5x faster in Flux than tensorflow, both use cpu; while 3.0x slower during using CUDA - Performance - Julia Programming Language A demo is 1.5x faster in Flux than tensorflow, both use cpu; while 3.0x slower during using CUDA - Performance - Julia Programming Language](https://global.discourse-cdn.com/business5/uploads/julialang/original/3X/3/d/3d4f21f5c5acfe76217546b4df878332b3fed0b4.png)
A demo is 1.5x faster in Flux than tensorflow, both use cpu; while 3.0x slower during using CUDA - Performance - Julia Programming Language
![Tensorflow Keras running extremely slow on GPU in M1 chip · Issue #12 · apple/tensorflow_macos · GitHub Tensorflow Keras running extremely slow on GPU in M1 chip · Issue #12 · apple/tensorflow_macos · GitHub](https://user-images.githubusercontent.com/77883285/105577689-73cb5c80-5d7b-11eb-861e-341916886427.png)