Learning Notes on HMM (Hidden Markov Model)

✦ AI Summary

Comprehensive learning notes on Hidden Markov Models, covering the three fundamental algorithms — Forward, Viterbi, and Baum-Welch — with intuitive explanations and mathematical derivations.

December 24, 2025 · 13 min

Learning Notes on DTW (Dynamic Time Warping)

✦ AI Summary

A deep dive into DTW's core algorithm and mathematical framework, using sight-singing as a case study to explain how the choice of feature frames — MFCC, Chroma, or F0 — fundamentally determines alignment quality.

December 23, 2025 · 11 min

Research and Reflections on the Development of AI-Based Sight-Singing Evaluation System

✦ AI Summary

A systematic survey of 21 common behavioral patterns students exhibit during sight-singing, examining why they challenge automated scoring systems and proposing a multi-dimensional evaluation framework covering pitch, rhythm, fluency, and expression.

December 17, 2025 · 18 min

Claude Code, My New Coding Companion!

✦ AI Summary

A personal review of Claude Code as a coding assistant, with practical tips on using CLAUDE.md for project instructions, plan mode for complex tasks, and integrating it into daily development workflows.

August 20, 2025 · 11 min

Why Can't My OpenWrt Start PBR?

✦ AI Summary

Troubleshooting note for a PBR startup failure on OpenWrt, tracing the root cause to a firmware version incompatibility between fw3 and fw4 firewall backends and explaining the fix.

August 14, 2025 · 2 min