畢業於交通大學應用數學系,前台灣人工智慧學校的AI工程師。
擔任過台灣人工智慧小聚講者;18組專案之技術指導;IEEE機器學習競賽第二名、TBrain競賽第五名。
擅長於數學建模、機器學習、深度學習、電腦視覺、聲音信號處理、風格轉換。
閒暇時間會閱讀一些AI相關論文、線上論壇、新聞。
近期研究項目 Style Transfer, Text Driven Image Manipulation/Genreation, Neural Rendering, Network Pruning
Machine Learning Engineer
[email protected] / +886 917-622-216 / Taipei Taiwan
Link of this Page : https://www.cakeresume.com/changethewhat
教授學員機器學習、深度學習知識;以技術指導的角色,幫助學員完成AI專案;參與外部 AI 競賽,累積公司名聲。
開發入學、內部考試系統、因應疫情之遠端點名系統。
閱讀論文、函式庫,並將之應用在比賽[1, 2]/專案指導[3]/教學文件、讀書會、Meidum、Meetup分享[4-9]/微型專案[10-13]/論文延伸方法提出[14]。
領導學員完成AI專案。(18組專案) [15]
Reference:
[1] (2019, Certificate) The 2nd Place of IEEE Big Data FEMH Voice Data Challenge 2019 (https://drive.google.com/drive/folders/175LPHjGcpp9qo01KIUqFNkw1PC7a3aO6?usp=sharing)
[2] (2021, Certificate) TBrain-Tomofun 狗音辨識 AI 百萬挑戰賽第五名(https://tbrain.trendmicro.com.tw/Competitions/Details/15)
(https://drive.google.com/drive/u/0/folders/18uk17_LipGpNLEe5f7SljISy0Lupny7j)
[3] (2021, Slide) AI專案分享
(https://slides.com/sin_dar_soup/ai#/6/1)
[4] (2019, Slide) 看見聲音的未來
(https://www.facebook.com/groups/datasci.dinner/permalink/2415658465412338/)
[5] (2020, Slide) Re-Overview Model Compression and Acceleration (https://docs.google.com/presentation/d/1RINEfysY5H-ibBq_Rs6fTnF338gJGQjewyewfwqyas4/edit#slide=id.p)
[6] (2020, Slide) Transferred/Compact Convolutional Filters (https://slides.com/sin_dar_soup/deck#/transferredcompact-convolutional-filters)
[7] (2021, Talk) 從風格轉換到用文字操弄影像
From
Style Trasfer
to
Text-Driven Image Manipulation
[8] (2022, Talk) 初探類神經渲染
Neural Rendering, From Begineer
[9] Medium (https://changethewhat.medium.com/)
(2021) 類神經影像藝術風格轉換系列筆記-基礎
(2021) 資料 : {(影像,文字)} : OpenAI 2021 一月
(2021) 用CLIP達成文字操弄/生成影像
[10] (2021, Side Project) Download-Google-Drive-Files-From-URLs
code : https://github.com/mistake0316/Download-Google-Drive-Files-From-URLs
[11] (2021, Side Project) Remote Sign System
# Using Google Apps Script to generate/handle sign periodically
# no link
[12] (2021, Side Project) CLIPStyleTransfer
# Do Style Transfer with Text prompt
code : https://github.com/mistake0316/CLIPStyleTransfer
replicate : https://replicate.com/mistake0316/style-transfer-clip
project page : not release yet
[13] (2022, Side Project) Probability Awared Pruning
# A novel channel-wise pruning heuristic based on AdaIN's scale and bias
wanb : https://wandb.ai/mistake0316/ElascitPruningStyleTransfer
project page : not release yet
[14] Idea of an extension to EagleEye
# EagleEye is an elegant heuristic to prune a model
# I proposed an idea extension to the authors in following github issue
https://github.com/anonymous47823493/EagleEye/issues/33
[15] 指導專案
1.聲音的瑕疵檢測與分析
2.RF人體特定動作識別
3.黃光CD線寬預測
4.判斷鏡頭生產品質
5.智慧水表之用水模式辨識
6.以人工智慧為戲劇配樂
7.廢水新砂濾功能辨識系統
8.L5A 2B3T樹脂效率判定與餘命預警
9.Robot cable tray monitor system
10.影片人物的真偽判別 Anti-DeepFake
11.動態物件偵測尋找目標之無人載具
12.智慧手機架
13.購物網站訪客瀏覽行為分析
14. 以人工智慧估算電池健康度SOH
15. Hand Gestures Recognition with Millimeter Wave Radar
16. CNN模型應用於邊緣計算的手寫辨識系統實作
17. AI判斷骨齡
18. AI-Painter
成績單
https://drive.google.com/file/d/11gujZOHXcWy0WWAjjjL6GCA72-mE0Sik/view?usp=sharing
畢業證書
https://drive.google.com/file/d/1LKVKqRSLPgpUy5jkuRKxodbbIQzEwS2_/view?usp=sharing
論文
https://hdl.handle.net/11296/hwd9pw
結構光三維掃描
https://www.youtube.com/playlist?list=PLDZcB1f-sqmb7v629eBkzJsoGcs5yhpwp
平行程式加速(Thread, openmp, cuda)
https://github.com/mistake0316/Parallel_Total_Variation
成績單
https://drive.google.com/file/d/15qgwfTNcX31z1FTJHlLcTQ3gb39FjfNU/view?usp=sharing
畢業證書
https://drive.google.com/file/d/1-f-wtl4K59AXN4EzT9H_W-0B9gj_oaHy/view?usp=sharing
物理奧林匹亞競賽初選入選
https://drive.google.com/drive/u/0/folders/1Et8BtS27ofNd_pFhFJuh-aSMLnMqPHQk
台北市物理學科能力競賽二等獎
https://drive.google.com/drive/u/0/folders/1Et8BtS27ofNd_pFhFJuh-aSMLnMqPHQk
畢業於交通大學應用數學系,前台灣人工智慧學校的AI工程師。
擔任過台灣人工智慧小聚講者;18組專案之技術指導;IEEE機器學習競賽第二名、TBrain競賽第五名。
擅長於數學建模、機器學習、深度學習、電腦視覺、聲音信號處理、風格轉換。
閒暇時間會閱讀一些AI相關論文、線上論壇、新聞。
近期研究項目 Style Transfer, Text Driven Image Manipulation/Genreation, Neural Rendering, Network Pruning
Machine Learning Engineer
[email protected] / +886 917-622-216 / Taipei Taiwan
Link of this Page : https://www.cakeresume.com/changethewhat
教授學員機器學習、深度學習知識;以技術指導的角色,幫助學員完成AI專案;參與外部 AI 競賽,累積公司名聲。
開發入學、內部考試系統、因應疫情之遠端點名系統。
閱讀論文、函式庫,並將之應用在比賽[1, 2]/專案指導[3]/教學文件、讀書會、Meidum、Meetup分享[4-9]/微型專案[10-13]/論文延伸方法提出[14]。
領導學員完成AI專案。(18組專案) [15]
Reference:
[1] (2019, Certificate) The 2nd Place of IEEE Big Data FEMH Voice Data Challenge 2019 (https://drive.google.com/drive/folders/175LPHjGcpp9qo01KIUqFNkw1PC7a3aO6?usp=sharing)
[2] (2021, Certificate) TBrain-Tomofun 狗音辨識 AI 百萬挑戰賽第五名(https://tbrain.trendmicro.com.tw/Competitions/Details/15)
(https://drive.google.com/drive/u/0/folders/18uk17_LipGpNLEe5f7SljISy0Lupny7j)
[3] (2021, Slide) AI專案分享
(https://slides.com/sin_dar_soup/ai#/6/1)
[4] (2019, Slide) 看見聲音的未來
(https://www.facebook.com/groups/datasci.dinner/permalink/2415658465412338/)
[5] (2020, Slide) Re-Overview Model Compression and Acceleration (https://docs.google.com/presentation/d/1RINEfysY5H-ibBq_Rs6fTnF338gJGQjewyewfwqyas4/edit#slide=id.p)
[6] (2020, Slide) Transferred/Compact Convolutional Filters (https://slides.com/sin_dar_soup/deck#/transferredcompact-convolutional-filters)
[7] (2021, Talk) 從風格轉換到用文字操弄影像
From
Style Trasfer
to
Text-Driven Image Manipulation
[8] (2022, Talk) 初探類神經渲染
Neural Rendering, From Begineer
[9] Medium (https://changethewhat.medium.com/)
(2021) 類神經影像藝術風格轉換系列筆記-基礎
(2021) 資料 : {(影像,文字)} : OpenAI 2021 一月
(2021) 用CLIP達成文字操弄/生成影像
[10] (2021, Side Project) Download-Google-Drive-Files-From-URLs
code : https://github.com/mistake0316/Download-Google-Drive-Files-From-URLs
[11] (2021, Side Project) Remote Sign System
# Using Google Apps Script to generate/handle sign periodically
# no link
[12] (2021, Side Project) CLIPStyleTransfer
# Do Style Transfer with Text prompt
code : https://github.com/mistake0316/CLIPStyleTransfer
replicate : https://replicate.com/mistake0316/style-transfer-clip
project page : not release yet
[13] (2022, Side Project) Probability Awared Pruning
# A novel channel-wise pruning heuristic based on AdaIN's scale and bias
wanb : https://wandb.ai/mistake0316/ElascitPruningStyleTransfer
project page : not release yet
[14] Idea of an extension to EagleEye
# EagleEye is an elegant heuristic to prune a model
# I proposed an idea extension to the authors in following github issue
https://github.com/anonymous47823493/EagleEye/issues/33
[15] 指導專案
1.聲音的瑕疵檢測與分析
2.RF人體特定動作識別
3.黃光CD線寬預測
4.判斷鏡頭生產品質
5.智慧水表之用水模式辨識
6.以人工智慧為戲劇配樂
7.廢水新砂濾功能辨識系統
8.L5A 2B3T樹脂效率判定與餘命預警
9.Robot cable tray monitor system
10.影片人物的真偽判別 Anti-DeepFake
11.動態物件偵測尋找目標之無人載具
12.智慧手機架
13.購物網站訪客瀏覽行為分析
14. 以人工智慧估算電池健康度SOH
15. Hand Gestures Recognition with Millimeter Wave Radar
16. CNN模型應用於邊緣計算的手寫辨識系統實作
17. AI判斷骨齡
18. AI-Painter
成績單
https://drive.google.com/file/d/11gujZOHXcWy0WWAjjjL6GCA72-mE0Sik/view?usp=sharing
畢業證書
https://drive.google.com/file/d/1LKVKqRSLPgpUy5jkuRKxodbbIQzEwS2_/view?usp=sharing
論文
https://hdl.handle.net/11296/hwd9pw
結構光三維掃描
https://www.youtube.com/playlist?list=PLDZcB1f-sqmb7v629eBkzJsoGcs5yhpwp
平行程式加速(Thread, openmp, cuda)
https://github.com/mistake0316/Parallel_Total_Variation
成績單
https://drive.google.com/file/d/15qgwfTNcX31z1FTJHlLcTQ3gb39FjfNU/view?usp=sharing
畢業證書
https://drive.google.com/file/d/1-f-wtl4K59AXN4EzT9H_W-0B9gj_oaHy/view?usp=sharing
物理奧林匹亞競賽初選入選
https://drive.google.com/drive/u/0/folders/1Et8BtS27ofNd_pFhFJuh-aSMLnMqPHQk
台北市物理學科能力競賽二等獎
https://drive.google.com/drive/u/0/folders/1Et8BtS27ofNd_pFhFJuh-aSMLnMqPHQk