Ben Chuanlong Du's Blog

It is never too late to learn.

Benchmark of Popular Deep Learning Models

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

Memory

  1. ResNet152 inferencing requies about (a little bit less than) 2G GPU memory and training can be done with 8G GPU memory (need to set a small batch size). Deeper ResNet …

Use PyTorch on GPU

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

PyTorch on GPU

https://pytorch.org/docs/master/notes/cuda.html

You can use the command torch.cuda.is_available() to check whether GPU is available for PyTorch. Details of GPUs can …

Dual Boot Linux and Windows

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

Mount the Windows File System

When you dual boot your machine with Linux (e.g., Ubuntu) and Windows, the Windows disk/partition might not be mounted automatically. In that case, you …

Tips on Kubernetes

Things on this page are fragmentary and immature notes/thoughts of the author. Please read with your own judgement!

Tutorials

https://www.youtube.com/watch?v=ZpbXSdzp_vo

Some Kubernetes Distributions

Microk8s seems like a good option.

  • k3s - a light-weight Kubernetes distribution ideal for edge and development - compatible with Raspberry Pi …