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Shu-Yu Huang

Solving Small Data Object Detection by Metric Learning using Attention-RPN

Prerequisite: deep learning CV, object detection, small data problem, few shot learning, meta learning, metric learning

6 min readApr 20, 2022

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Solving Small Data Object Detection by Metric Learning using Attention-RPN

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Shu-Yu Huang

Using ChatGPT&Mermaid to draw a flow chart

Using ChatGPT to draw a flow chart is like using a hammer to cut a cake. Sure, you can do it, but it’s not the best tool for the job…

2 min readJun 7, 2023

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Using ChatGPT&Mermaid to draw a flow chart

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Shu-Yu Huang

What FREE GPU resources do you have except Google Colab?

With the increasing popularity of Artificial Intelligence (AI) and Machine Learning (ML) over the last few years, the demand for GPUs has…

2 min readFeb 25, 2023

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What FREE GPU resources do you have except Google Colab?

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Shu-Yu Huang

How can I make a discord chatbot with ChatGPT?

The following steps are generated by ChatGPT @.@ …

2 min readDec 6, 2022

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How can I make a discord chatbot with ChatGPT?

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Shu-Yu Huang
in
Taiwan AI Academy

小資料系列三- Optimization-based Meta Learning前篇

這次我們來講一下使用Optimization based Meta Learning來解決小資料問題的部分。

6 min readFeb 22, 2022

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小資料系列三- Optimization-based Meta Learning前篇

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Shu-Yu Huang
in
Taiwan AI Academy

小資料系列二-Metric-based Meta Learning後篇

經典Metric-Based Meta Learning介紹

12 min readDec 21, 2021

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小資料系列二-Metric-based Meta Learning後篇

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Shu-Yu Huang
in
Taiwan AI Academy

小資料系列二-Metric based Meta Learning前篇

學習資料間的美妙關係

13 min readDec 21, 2021

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小資料系列二-Metric based Meta Learning前篇

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Shu-Yu Huang
in
Taiwan AI Academy

AIA紙本資料辨識經驗分享

制式的紙本資料常常被用來傳遞、儲存資訊，像是履歷中會有個人的姓名、學歷等等資料，會被人資部門收集起來建檔。雖然在電腦上可以直接從資料文檔擷取資訊建檔，但有些場合還是有匯入紙本資料的需求，大致可以分為文本和標籤這兩種。文本資料擷取的情景可能是印刷物需要紙本認證像是營業登記證等等文本…

16 min readMay 5, 2021

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AIA紙本資料辨識經驗分享

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Shu-Yu Huang

Generative Adversarial Network系列: Vanilla GAN和Divergence

最初的GAN以及最核心的loss

8 min readFeb 20, 2021

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Generative Adversarial Network系列: Vanilla GAN和Divergence

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Shu-Yu Huang

Generative Adversarial Network系列: GAN的應用

參考：https://syhuang1990.medium.com/generative-adversarial-network-gan-papers-with-1k-citations-11ca567c0955?sk=0000b467c646a1ab1402e450a863f6…

8 min readFeb 5, 2021

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Generative Adversarial Network系列: GAN的應用

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Shu-Yu Huang

Shu-Yu Huang

AI engineer in Taiwan AI Academy| Former process engineer in TSMC| Former Research Assistance in NYMU| Studying few-shot-learning and GAN

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