Cheetsheet for Python os module
Some useful commands for Python os module, especially IO operations and file system operations.
Other Notes
All other notes that are not included in the other categories.
Customize your PyTorch Dataset
A guide to customize your PyTorch Dataset. This is the first step for your PyTorch project.
Debugging Python with pdb
Use pdb to debug python code. Cheat sheet.
Tensorboard Cheet Sheet (SummaryWriter)
List some commonly used commands for tensorboard.
Using tmux to manage your terminal
Create, kill, and manage tmux sessions
Entropy, KL Divergence and Cross Entropy
Cross entropy is a loss function used in classification problems. This post will introduce the definition and the intuition behind cross entropy.
How to Evaluate the Performance of ML Models
Maching learning basically have 2 tasks: regression and classification. This post will introduce how to evaluate the performance of ML models in these 2 tasks.
Create A Site by Hugo
Setting up a Hugo site. Some details and tips.
Coding Python in Linux Server
Configurate Python Env. in Linux. Connect to server with VSCode.
Git Command Guide
Some common and useful git commands.