Machine Learning Notes

All notes about machine learning. Excepts for fields that I have deeply dive into.

SwAV: Unsupervised Learning Transformed to Transportation Problem using Multi-crop Technique

Posted: Aug 7, 2023 ·  Updated: Aug 14, 2023 · 4 min.
Self-supervised Learning SSL Paper Note

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

Posted: Aug 3, 2023 ·  Updated: Nov 16, 2023 · 8 min.
Semi-supervised Learning OSSL Paper Note

OpenMatch introduces a detector to filter out outliers from unlabeled data, and then learn like FixMatch. Its representation is also adapted to the task.

Reinfroce Learning Note 1: Basic Notion

Posted: Jul 28, 2023 ·  Updated: Jul 29, 2023 · 6 min.
Reinforce Learning

Basic notion in reinforce learning. Agent, state, action, policy, reward, state transition and value function.

Reinfroce Learning Note 2: Value-based Learning

Posted: Jul 28, 2023 ·  Updated: Jul 29, 2023 · 6 min.
Reinforce Learning

A brief guide to post template.