Using tmux to manage your terminal
Create, kill, and manage tmux sessions
Posts
All my learning logs listed here 👇.
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.
SwAV: Unsupervised Learning Transformed to Transportation Problem using Multi-crop Technique
In paper SeLa (Self-labeling), the cluster-based self-supervised method is transformed to a transportation problem, and optimized using Sinkhorn-Knopp algorithm. This paper refined the methods by using contrastive learning between views and applied multi-crop technique.
OpenMatch: Learn a Outlier Dectector to Enhance FixMatch
OpenMatch introduces a detector to filter out outliers from unlabeled data, and then learn like FixMatch. Its representation is also adapted to the task.
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.
Reinfroce Learning Note 1: Basic Notion
Basic notion in reinforce learning. Agent, state, action, policy, reward, state transition and value function.
Reinfroce Learning Note 2: Value-based Learning
A brief guide to post template.