CakeResume
CakeResume Logo
로그인
회원가입
Build your Network
My Network
Access your personal network connections and manage your contacts.
CakeResume Meet
Expand your professional network by meeting and connecting with other users.
Community
Engage with other users through discussions, forums, and networking events.
로그인
회원가입

CakeResume Talent Search

Advanced filters
On
Ready to interview
Open to opportunities
Not open to opportunities
Taiwan
Taipei City, Taiwan
台灣
British Columbia, Canada
Canada
Metro Vancouver Regional District, British Columbia, Canada
New Taipei City, Taiwan
Taipei, Taiwan
Taoyuan City, Taiwan
台北市, 台灣
Indonesia
Jawa Barat, Indonesia
Philippines
Taichung City, Taiwan
United States
West Java, Indonesia
台中市, 台灣
桃園市, 台灣
IT
Design
Engineering
Media / Communication
Tech
Design / Art
Advertising / Marketing / Agency
Corporate services
Culture / Media / Entertainment
Industry
Less than 1 year
1-2 years
2-4 years
4-6 years
6-10 years
10-15 years
More than 15 years
AI Smart Matching
On
Carnegie Mellon University
General Achmad Yani University
Kaohsiung University of Science and Technology
Lunghwa University of Science and Technology
National Cheng Kung University
National Chi Nan University
National Chin-Yi University of Technology
National Kaohsiung University of Science and Technology
National Sun Yat-sen University
National Taiwan University of Science and Technology
Shu-Te University
Simon Fraser University
Southern Taiwan University of Science and Technology
Universitas Jenderal Achmad Yani
南台科技大學
南臺科技大學
國立中山大學
國立勤益科技大學
國立台灣科技大學
國立成功大學
國立暨南國際大學
國立臺灣科技大學
國立高雄科技大學
樹德科技大學
高雄科技大學
龍華科技大學
Taiwan
台灣
Taipei City, Taiwan
台北市, 台灣
British Columbia, Canada
Canada
Metro Vancouver Regional District, British Columbia, Canada
Taoyuan City, Taiwan
桃園市, 台灣
Dauphin County, Pennsylvania, United States
Hsinchu City, Taiwan
Indonesia
Jawa Barat, Indonesia
Kaohsiung City, Taiwan
New Taipei City, Taiwan
Pennsylvania, United States
Philippines
Taichung City, Taiwan
Taipei, Taiwan
United States
Full-time
Part-time
Git
HTML5
Word
CSS3
Excel
PowerPoint
Illustrator
JavaScript
JavaScript / ES6 / jQuery
Microsoft Office
No
Yes
1-5 people
10-15 people
Within one month
Within two months
Within three months
Within six months
Within one year
More than one year
前端工程師
iOS Developer
Art Director
Backend Developer (Java or Kotlin)
Firmware Engineer, Firmware Developer, Embedded Software Engineer
Graphic Designer
Illustration, Graphic Design, Visual Design, Typgraphic Design
Lead mechanical engineer
UX Designer
Web Designer
Bachelor of Arts (BA)
Bachelor of Engineering (BEng)
Bachelor’s Degree
Master of Arts (MA)
Master’s Degree
Bachelor
Master
2018
2017
2016
2015
2014
2011
2010
2008
2007
2006
Current company
Off
Select all
104人力銀行
Advanced Semiconductor Engineering, INC. 日月光半導體製造股份有限公司
Apple Inc.
Best Minds Associates
Biosense
Blue Ocean Project
Carrefour
Digital River
Driew Studio
Express Employment Professionals
Interested in working remotely
Not interested in working remotely
Remote Only
Full-time freelancer
Part-time freelancer
Non-freelancer
English - Intermediate
Chinese - Native or Bilingual
English - Fluent
English - Native or Bilingual
Japanese - Beginner
Chinese - Fluent
English - Beginner
English - Professional
French - Professional
Indonesian - Native or Bilingual
English
Chinese
4-6 years
6-10 years
10-15 years
More than 15 years
  • Exclude read results
  • Show all experiences
Avatar of 黃詠郁.
Avatar of 黃詠郁.
黃詠郁
Senior Software Engineer @South China Morning Post
・
2021 ~ Present
前端工程師
More than one year
brand by building the landing page and the page for buyers intention survey which includes selfie assessment. The whole project was released in a month and got 100 results with 230 NT dollars cost per lead in the first month. • Integrate Ant Design form state with TinyMCE rich text editor in the ERP system to help dental technicians to generate dental reports for dentists with flexible image and text layout. • Build brace order creation form with Ant Design components in the CRM system. Encourage business partners to create orders on their own to reduce the cost
styled-component
eslint
next.js
Employed
・
Not open to opportunities
Full-time / Interested in working remotely
4-6 years
國立成功大學
・
航空太空工程學系
Avatar of Hossein Dehghan.
Avatar of Hossein Dehghan.
Hossein Dehghan
Product Manager @Hyber.co
iOS Developer
More than one year
of the year 2016 in Arabic countries. Link: https://apps.apple.com/app/idCo-founder. Communicated closely with other developers to ensure the integrity of the UI Developed UI/UX of iOS app and experienced UIKit for iPhone including Storyboard, Auto-layout and Dynamic Text Founder, iOS Developer and Designer 11//2018 [ Hulul] One of the best app for helping students to find solutions of the school books. Achievement Reached rank No. 1 of top free Apps in Saudi Arabia 800K+ downloads with 100K active monthly
Full-time / Interested in working remotely
6-10 years
Isfahan University of Technology
・
Bachelor’s Degree Of Computer Engineering
Avatar of Agung Sinatria.
Avatar of Agung Sinatria.
Agung Sinatria
Past
Graphic Designer @Blue Ocean Project
・
2024 ~ Present
Art Director
Within three months
Rasa Ber-juta Cerita” for Koreakeun by creating 5 Hygene Content and 1 Hero Content and cutting 70% costs from the last campaign. Creating daily content and digital activity that increases the Koreakeun’s and Bocipung’s social media impression, engagement, and product interest by generating the content strategy, layouts and defining the safe area for the audience and successfully increasing organically 606% (10 Million) in content views, 4,000% (4 M) profile views, 282% engagement rate, and 20% followers. Improved visual communication strategy from just a text script to a communication strategy that improves Inspirasa digital asset
Communication
Adobe Photoshop
Adobe Illustrator
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
Universitas Jenderal Achmad Yani (Unjani)
・
International Relations and Affairs
Avatar of the user.
Avatar of the user.
Available for paid companies
資深前端工程師 @星眺互動傳媒有限公司
・
2019 ~ Present
網頁前端工程師
Within one month
JavaScript
CSS3
HTML5
Employed
・
Open to opportunities
Full-time / Interested in working remotely
6-10 years
國立暨南國際大學
・
資訊工程
Avatar of Corrie Whitmer.
Avatar of Corrie Whitmer.
Corrie Whitmer
Museum Experience Associate @The Hershey Story
・
2023 ~ 2024
Graphic Designer
Within one month
tasks Reported incidents to maintenance and supervisor as needed Provided information about Milton Hershey's life and legacy Operated a cash register and performed transactions Recorded inventory as part of closing procedures Front Office Coordinator at Express Employment Professionals , May 2022-August 2022 Contacted potential and current associates via phone, text, and email Scheduled meetings and phone calls Filled out employment forms, including I-9 forms Answered inbound calls and transferred them as appropriate Conducted reference checks and background checks Ensured client information was entered into a company database Remote Contract Writer at Study.com , OctJuly 2022 Created clear
Word
WordPress
PowerPoint
Part-time / Interested in working remotely
4-6 years
Carnegie Mellon University
・
Professional Writing
Avatar of the user.
Avatar of the user.
Available for paid companies
Web and Graphic Designer @基督榮耀教會 Christ Church of Glory Non-Denominational Chinese Church
・
2017 ~ Present
Illustration, Graphic Design, Visual Design, Typgraphic Design
Within one year
Illustration
Illustrator
Photoshop
Employed
Part-time / Interested in working remotely
6-10 years
Livisto
・
Identify, Prevent, and Treat Pain
Avatar of Kristoffer Dominic.
Avatar of Kristoffer Dominic.
Kristoffer Dominic
CakeResume Premium Badge
Firmware Engineer, Firmware Developer, Embedded Software Engineer
Within six months
Kristoffer Dominic Amora To serve, represent, to lead, and inspire others. email: [email protected] (Mobile contact: Availaab 5A Zodiac Drive, Pleasant Homes Subd., Brgy Punta Princesa, Cebu City 6000, Philippines Profile ( kindly view online for better layout / formatting: https://goo.gl/kX4Wj6 ) When provided with the right tools and full support towards something bigger, I believe great things can be achieved. I am at my best when given the opportunity to serve, represent, lead, inspire and provide others the support to achieve their, the team's, or the entire
Firmware
Software Development
Full-time / Interested in working remotely
10-15 years
Avatar of Marc Tacchi.
Avatar of Marc Tacchi.
Marc Tacchi
Marc Tacchi Marketing @Marc Tacchi Web Design Studio
・
2021 ~ Present
Web Designer
More than one year
a web page, whether created using programming languages such as HTML or XML, or even adapting sites through an administration platform. content as a CMS like WordPress. Marc Tacchi Web Design in Vancouver Canada Marc Tacchi regularly uses design and prototyping tools, frameworks, content managers, editors or visual layout designers, and all kinds of modules and components. He is a specialist in structured and programming languages, such as HTML, CSS, Javascript or PHP, among others. Marc Tacchi Web designer in Vancouver Canada, his job involves customizing your page to make it unique. And it is
Web Design
Web Design and Development
Web Development
Employed
Part-time / Interested in working remotely
4-6 years
University of Canada
・
Web Design
Avatar of the user.
Avatar of the user.
Available for paid companies
iOS Engineer @KKStream
・
2019 ~ Present
iOS developer
Within two months
IOS Development
Objective-C
Swift
Employed
Full-time / Interested in working remotely
4-6 years
國立高雄第一科技大學
・
電腦與通訊工程系碩士班
Avatar of 林萬霖 Wanlin Lin.
Avatar of 林萬霖 Wanlin Lin.
林萬霖 Wanlin Lin
Past
Frontend Software Engineer @foodpanda
・
2022 ~ 2023
前端工程師、全端工程師
Within one month
translation process, documenting records for weekly frontend meetings, and establishing the incident management policy. Actively proposed code refactors involving multiple micro-frontends Actively proposed and reviewed RFCs for both the team and the frontend chapter. Engaged in various frontend initiatives, such as fixing request race conditions, refreshing web layouts, migrating test libraries, and designing the core logger Skills: React, redux, TypeScript, Jest, Cypress, SASS, AWS, Datadog, Micro-Frontends Senior Web Engineer - Snapask Taipei City, Taiwan・DecMay 2022 Web development, unit testing, integration testing and maintenance Responsible for the website infrastructure of the web team Full ownership of the
React.js/Redux
JavaScript
Python
Unemployed
・
Ready to interview
Full-time / Remote Only
6-10 years
國立中山大學
・
資訊管理

The Most Lightweight and Effective Recruiting Plan

Search resumes and take the initiative to contact job applicants for higher recruiting efficiency. The Choice of Hundreds of Companies.

  • Browse all search results
  • Unlimited access to start new conversations
  • Resumes accessible for only paid companies
  • View users’ email address & phone numbers
Upgrade Now
7-day money-back guarantee, cancel anytime
12
Search Tips
1
Search a precise keyword combination
senior backend php
If the number of the search result is not enough, you can remove the less important keywords
2
Use quotes to search for an exact phrase
"business development"
3
Use the minus sign to eliminate results containing certain words
UI designer -UX
Only public resumes are available with the free plan.
Upgrade to an advanced plan to view all search results including tens of thousands of resumes exclusive on CakeResume.
Upgrade Now

Definition of Reputation Credits

Technical Skills
Specialized knowledge and expertise within the profession (e.g. familiar with SEO and use of related tools).
Problem-Solving
Ability to identify, analyze, and prepare solutions to problems.
Adaptability
Ability to navigate unexpected situations; and keep up with shifting priorities, projects, clients, and technology.
Communication
Ability to convey information effectively and is willing to give and receive feedback.
Time Management
Ability to prioritize tasks based on importance; and have them completed within the assigned timeline.
Teamwork
Ability to work cooperatively, communicate effectively, and anticipate each other's demands, resulting in coordinated collective action.
Leadership
Ability to coach, guide, and inspire a team to achieve a shared goal or outcome effectively.
Within one year
Avatar of 劉冠宏.
劉冠宏
CyberTAN
・
2015 ~ 2018
Taipei City, Taiwan
Professional Background
Current status
Job Search Progress
Professions
Data Engineer
Fields of Employment
Work experience
2-4 years
Management
Skills
Data Science
Machine Learning Engineer
Deep Learning
python
tensorflow
keras
Scikit-Learn
Computer Vision
NLP
Data Mining
Markdown
Github
Project Management
Critical Thinking
Data Analysis
Languages
Job search preferences
Positions
Machine Learning Engineer/Data Science/AI Engineer
Job types
Full-time
Locations
Remote
Interested in working remotely
Freelance
Educations
School
National Chia Tung University
Major
Electrophysics
Print
Profile 02 00@2x 71843ef6a0df47d6255a9c0436c409dcd5cd81f6514c51a6b2a93339d82bbff6

劉冠宏(GUAN-HONG LIOU)

AI Enthusiast/Project Management  •  Taipei  •  [email protected]

畢業於交通大學電子物理系與電子物理所，擁有跨領域的背景，能從不同的角度思考問題找出解決方案，擅長撰寫Python程式與專案產品管理，熱衷於ML/DL相關議題，時常閱讀相關論文並實踐。目前擔任AI相關職務且肩負專案管理責任，持續累積多方經驗。

技能

相關技能

Project Management

Machine Learning

Deep Learning

Data Science

Computer Vision

Natural Language Processing

框架/工具

Trello, JIRA, Confluence, Notion,

Pytorch, Keras, TensorFlow, TensorFlow Serving,  Scikit-Learn, OpenCV, Pandas, Numpy

BeautifulSoup, Matplotlib,

Git, Docker, GCP, AWS

程式語言

Python

Shell

SQL


學歷

台灣人工智慧學校，2018 年 10 月 - 2019 年 2 月

Taiwan AI Academy

國立交通大學電子物理所，2012 年 9 月 - 2015 年 9 月

Master of Science in Electrophysics

國立交通大學電子物理系，2009 年 9 月 - 2012 年 6月

Bachelor of Science in Electrophysics

工作經歷

Data Scientist (Project Management), TSMC，2020  - Present

  • Potential Bad Wafer Detector:
           1. 負責與各Stakeholders溝通與合作

           2. 設計ETL pipeline與使用DBA (Dynamic Barycenter Average)進行Data Augmentation
           3. 開發LSTM-VAE模型進行異常wafer偵測
  • Engineering Knowledge Extraction:
           1. 對文本資料進行前處理清洗
           2. 訓練Domain specific word2vec模型進行auto-labeling任務

  • Wafer Defect Detection:
           1. 負責了解使用者需求，並隨時調整專案內容與確保專案進度
           2. 設計CNN模型進行偵測wafer defect type，增加precision與recall 15%
           3. 使用morphological method (如 erosion/dilation) 進行資料前處理與後處理

AI Researcher (Project Management), Cinnamon AI，2019 - 2020

  • Case Mark Detection System:
            1. 以敏捷開發模式(Scrum)與團隊成員合作開發物流標籤辨識系統
 2. 使用OpenCV進行資料探索與前處理 
            3. 負責開發Semantic Segmentation 模型進行文字偵測(Text Detection) 
            4. 模型達到93%準確度, 成功完成專案
  • Receipt Information Recognition System:
            1. 負責開發深度學習(CNN + RNN)模型進行文字辨識(OCR)
            2. 與團隊其他工程成員一同整合模型(Detection/Recognition)成Full Flow系統 
            3. 模型達到97%準確度, 成功完成專案
  • Repairing Document Recognition System (Japanese Language):
           1. 負責開發深度學習(CNN + RNN)模型進行文字辨識(OCR) 
           2. 負責開發Semantic Segmentation 模型進行文字偵測(Text Detection) 
           3. 使用morphological method (如 erosion/dilation) 進行資料前處理與後處理 
           4. 與團隊其他工程人員合作, 實踐模型API整合, 以加速Full Flow 系統建置 
           5. 負責與團隊成員溝通協調, 以利專案順利推行 
           6. 模型達95%轉確度, 成功完成專案 
  • Intern Program:
           1. 與團隊成員一同設計實習計畫流程內容 
           2. 規劃與設計實習計畫Road map 
           3. 設計與講授TensorFlow Serving與Docker課程 
           4. 與團隊成員一同完成MVP專案 (Chinese Character Recognition System) 範例 
           5. 擔任8為實習生(兩組)的導師, 協助完成實習計畫與期末MVP
  • Standup Sharing Session:
           1. 負責設計與規劃公司第一個技術論文分享活動 
           2. 負責邀請公司成員在Sharing Session進行分享 
           3. 負責主持與收集Sharing Session回饋, 並持續改善

HW R&D Engineer, CyberTAN，2015 - 2018

  • 4G LTE Small Cell:
    1. 開發Cavium 晶片平台的4G LTE 小型基站
    2. 負責電路, layout設計與產品相關功能驗證
    3. 與team member 合作,將產品成本成功下降10%
  • 4G LTE Module:
    1. 擔任與中國電信商以Qualcomm 晶片為平台的4G 模組的聯合開發案的Project leader
    2. 與客戶供通協調專案內容, 以及掌握開發流程順暢度
    3. 負責電路, layerout設計與產品相關功能驗證

Engineer, NCTU Medical Startup Team，2013 年 2 月 - 2015 年 4 月

  1. 設計開發實驗環境
  2. 以創新的方法解決傳統血液透析問題

Intern, Andes，2012 年 7 月 - 2012 年 9 月

  1. 負責解決給巴西客戶開發中產品的研發問題

相關專案

即時跌倒偵測系統 (Python, Tensorflow, Keras, Scikit-Learn, OpenCV):

  • 以OpenCV進行資料探索,收集,與清洗
  • 使用Tensorflow/Keras架構專案使用的深度學習神經網路,並利用遷移學習加快學習網路學習成效
  • 以TVNet架構可端到端訓練的光流轉換神經網路
  • 在專案的即時偵測系統上整合物件偵測與光流神經網路
  • 以Python 架構FIFO pipeline

即時超級馬拉松號碼布辨識 (Python, Pytorch, OpenCV, Numpy, Scikit-Image, AWS):

  • 擔任專案的技術負責人, 負責構思專案可能解決方案
  • 組織, 協調與分配專案工作
  • 以OpenCV進行資料探索,收集
  • 以Morphological method (erosion/dilation)進行資料清洗(前處理與後處理)
  • 使用Pytorch架構以EfficientNet 為基礎的辨識模型,並利用遷移學習解決資料不足與加快學習網路學習成效
  • 使用Pytorch架構物件偵測模型, 進行臉部偵測
  • 與團隊成員一同撰寫專案計畫書與結案成果報告

Cupoy Machine Learning and Natural Language Processing On-line courses:

  • 進行現有競品分析
  • 設計與計畫課程Roadmap
  • 設計與規劃相關課程教材與作業內容

相關課程與活動

  • 受邀擔任AIGO活動演講者 (Taipei), 2019
  • 台灣人工智慧讀書會 (Taipei), 2018 - present
  • Pytorch Hsinchu (Hsinchu), 2018 - 2019
  • Statistics (AIA), 2018
  • Machine Learning (NTU MOOC, AIA), 2018
  • Neural Network (AIA), 2018
  • Computer Vision (AIA), 2018
  • Natural Language Processing (AIA), 2018
  • Python 機器學習 (NTU), 2018
  • Python 來做機器學習初探 (Academia Sinica), 2017
  • HTML5, CSS3, jQuery, Bootstrap 網頁設計 (NTU), 2017

Resume
Profile
Print
Profile 02 00@2x 71843ef6a0df47d6255a9c0436c409dcd5cd81f6514c51a6b2a93339d82bbff6

劉冠宏(GUAN-HONG LIOU)

AI Enthusiast/Project Management  •  Taipei  •  [email protected]

畢業於交通大學電子物理系與電子物理所，擁有跨領域的背景，能從不同的角度思考問題找出解決方案，擅長撰寫Python程式與專案產品管理，熱衷於ML/DL相關議題，時常閱讀相關論文並實踐。目前擔任AI相關職務且肩負專案管理責任，持續累積多方經驗。

技能

相關技能

Project Management

Machine Learning

Deep Learning

Data Science

Computer Vision

Natural Language Processing

框架/工具

Trello, JIRA, Confluence, Notion,

Pytorch, Keras, TensorFlow, TensorFlow Serving,  Scikit-Learn, OpenCV, Pandas, Numpy

BeautifulSoup, Matplotlib,

Git, Docker, GCP, AWS

程式語言

Python

Shell

SQL


學歷

台灣人工智慧學校，2018 年 10 月 - 2019 年 2 月

Taiwan AI Academy

國立交通大學電子物理所，2012 年 9 月 - 2015 年 9 月

Master of Science in Electrophysics

國立交通大學電子物理系，2009 年 9 月 - 2012 年 6月

Bachelor of Science in Electrophysics

工作經歷

Data Scientist (Project Management), TSMC，2020  - Present

  • Potential Bad Wafer Detector:
           1. 負責與各Stakeholders溝通與合作

           2. 設計ETL pipeline與使用DBA (Dynamic Barycenter Average)進行Data Augmentation
           3. 開發LSTM-VAE模型進行異常wafer偵測
  • Engineering Knowledge Extraction:
           1. 對文本資料進行前處理清洗
           2. 訓練Domain specific word2vec模型進行auto-labeling任務

  • Wafer Defect Detection:
           1. 負責了解使用者需求，並隨時調整專案內容與確保專案進度
           2. 設計CNN模型進行偵測wafer defect type，增加precision與recall 15%
           3. 使用morphological method (如 erosion/dilation) 進行資料前處理與後處理

AI Researcher (Project Management), Cinnamon AI，2019 - 2020

  • Case Mark Detection System:
            1. 以敏捷開發模式(Scrum)與團隊成員合作開發物流標籤辨識系統
 2. 使用OpenCV進行資料探索與前處理 
            3. 負責開發Semantic Segmentation 模型進行文字偵測(Text Detection) 
            4. 模型達到93%準確度, 成功完成專案
  • Receipt Information Recognition System:
            1. 負責開發深度學習(CNN + RNN)模型進行文字辨識(OCR)
            2. 與團隊其他工程成員一同整合模型(Detection/Recognition)成Full Flow系統 
            3. 模型達到97%準確度, 成功完成專案
  • Repairing Document Recognition System (Japanese Language):
           1. 負責開發深度學習(CNN + RNN)模型進行文字辨識(OCR) 
           2. 負責開發Semantic Segmentation 模型進行文字偵測(Text Detection) 
           3. 使用morphological method (如 erosion/dilation) 進行資料前處理與後處理 
           4. 與團隊其他工程人員合作, 實踐模型API整合, 以加速Full Flow 系統建置 
           5. 負責與團隊成員溝通協調, 以利專案順利推行 
           6. 模型達95%轉確度, 成功完成專案 
  • Intern Program:
           1. 與團隊成員一同設計實習計畫流程內容 
           2. 規劃與設計實習計畫Road map 
           3. 設計與講授TensorFlow Serving與Docker課程 
           4. 與團隊成員一同完成MVP專案 (Chinese Character Recognition System) 範例 
           5. 擔任8為實習生(兩組)的導師, 協助完成實習計畫與期末MVP
  • Standup Sharing Session:
           1. 負責設計與規劃公司第一個技術論文分享活動 
           2. 負責邀請公司成員在Sharing Session進行分享 
           3. 負責主持與收集Sharing Session回饋, 並持續改善

HW R&D Engineer, CyberTAN，2015 - 2018

  • 4G LTE Small Cell:
    1. 開發Cavium 晶片平台的4G LTE 小型基站
    2. 負責電路, layout設計與產品相關功能驗證
    3. 與team member 合作,將產品成本成功下降10%
  • 4G LTE Module:
    1. 擔任與中國電信商以Qualcomm 晶片為平台的4G 模組的聯合開發案的Project leader
    2. 與客戶供通協調專案內容, 以及掌握開發流程順暢度
    3. 負責電路, layerout設計與產品相關功能驗證

Engineer, NCTU Medical Startup Team，2013 年 2 月 - 2015 年 4 月

  1. 設計開發實驗環境
  2. 以創新的方法解決傳統血液透析問題

Intern, Andes，2012 年 7 月 - 2012 年 9 月

  1. 負責解決給巴西客戶開發中產品的研發問題

相關專案

即時跌倒偵測系統 (Python, Tensorflow, Keras, Scikit-Learn, OpenCV):

  • 以OpenCV進行資料探索,收集,與清洗
  • 使用Tensorflow/Keras架構專案使用的深度學習神經網路,並利用遷移學習加快學習網路學習成效
  • 以TVNet架構可端到端訓練的光流轉換神經網路
  • 在專案的即時偵測系統上整合物件偵測與光流神經網路
  • 以Python 架構FIFO pipeline

即時超級馬拉松號碼布辨識 (Python, Pytorch, OpenCV, Numpy, Scikit-Image, AWS):

  • 擔任專案的技術負責人, 負責構思專案可能解決方案
  • 組織, 協調與分配專案工作
  • 以OpenCV進行資料探索,收集
  • 以Morphological method (erosion/dilation)進行資料清洗(前處理與後處理)
  • 使用Pytorch架構以EfficientNet 為基礎的辨識模型,並利用遷移學習解決資料不足與加快學習網路學習成效
  • 使用Pytorch架構物件偵測模型, 進行臉部偵測
  • 與團隊成員一同撰寫專案計畫書與結案成果報告

Cupoy Machine Learning and Natural Language Processing On-line courses:

  • 進行現有競品分析
  • 設計與計畫課程Roadmap
  • 設計與規劃相關課程教材與作業內容

相關課程與活動

  • 受邀擔任AIGO活動演講者 (Taipei), 2019
  • 台灣人工智慧讀書會 (Taipei), 2018 - present
  • Pytorch Hsinchu (Hsinchu), 2018 - 2019
  • Statistics (AIA), 2018
  • Machine Learning (NTU MOOC, AIA), 2018
  • Neural Network (AIA), 2018
  • Computer Vision (AIA), 2018
  • Natural Language Processing (AIA), 2018
  • Python 機器學習 (NTU), 2018
  • Python 來做機器學習初探 (Academia Sinica), 2017
  • HTML5, CSS3, jQuery, Bootstrap 網頁設計 (NTU), 2017