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單一關鍵字輸入即可利用爬蟲爬取歌詞並且利用youtube下載影片後萃取其中音檔的特徵，將辨識出的合弦與歌詞對齊產生譜面。
* 將下載音樂轉檔分析，下載歌詞並貼譜等全部流程，轉換成單一關鍵字控制的自動化工作流程。
* 使用librosa抽取特徵進行和弦辨識，過程中使用以log2為基底改變濾波窗函數寬度的CQT進行12音律對齊的chroma萃取
* 將特徵餵入DNN網路進行和弦辨識
* 使用演算法縮減窗格特徵區間後進行譜面生成


AI產生譜面

yz830620

Diving into the data and get insight. Digging out the gold mine within the plain rock energizing me. 

Loving to build up the pipeline for my works and make them all automated. Thus, I can focus on building the next high efficient engine.

Loving to transform the model into service as soon as possible. And I understood the total workflow as a full-stack Data scientist.

Yuan Ze University

Flow International

Mechanical Engineer

Flow Asia - Taiwan branch
* Designed Robotics Waterjet cutting cell system. High precision composite material process.
* Designed Slitting plumbing system for south east Asia client. Traveled to site for the discussing the work.
* Assisted Japanese colleague implementing Product life-cycle management(PLM) system.

As a member in a new section. Drive multi-position
* New Product develop engineer: Modify drawings for MIL standard Reducer. Dimensioning, Outsourcing, setting the standard for the drawings. Also Modify drawings for high pressure piston pump. And some industrial-use safety gears.

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