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4-6 years
6-10 years
10-15 years
More than 15 years
New Taipei City, Taiwan
Avatar of 林俊宇.
Avatar of 林俊宇.
副理 @永豐金證券
2008 ~ 2021
後端、智能合約、區塊鏈開發、Net 開發、系統分析
Within one month
行與 NFT 發行。 技能 Programming C#、VB.Net ASP.NET Core、Windows Form、 ASP.Net Core MVC、Web API、gRPC、Crystal Report Python SQL、MS SQL Server SSIS、Redis Git、GitLab CI/CD、Docker、Docker Swarm、NetMQ AI Python、Pandas、Numpy Machine LearningDeep Learning Tensorflow、Keras CNN、RNN、NLP BlockChain Solidity HardHat Truffle 證照 證券商業務員、 期貨商業務員 風險管理人員資格 證券商自有資本適足比率進階計算法
C#
Vb.Net
Solidity
Employed
Full-time / Not interested in working remotely
More than 15 years
新埔工專
電子科
Avatar of 呂岱宸.
Avatar of 呂岱宸.
Technical Support Associate Manager @D-Link_友訊科技股份有限公司
2019 ~ Present
工程師
Within one month
換機架設、測試及支援MIS故障排除等。 4. 支援美國客戶FAE工作。 學歷中正大學 電子工程 技能 User Experience AI技術應用 Python程式設計、 Machine/Deep Learning: OpenCV、Tensorflow、Keras、CNN、DNN、RNN/LSTM GAN、VAE、AAE、NLP/Jieba GitHub: Detect_drowsiness: https://github.com/mikle1211/detect_drowsiness_demo FaceMaskDetect_YOLO5: https://github.com/mikle1211/FaceMaskDetect_YOLO5 Li...
Word
PowerPoint
Excel
Employed
Full-time / Interested in working remotely
10-15 years
中正大學
電子工程
Avatar of 施冠宇.
Offline
Avatar of 施冠宇.
Offline
Data engineer @H2 Inc.
2021 ~ Present
AI engineer, ML engineer, data scientist
Within three months
供相對應的數據分析 - 針對不同 project 進行 exploratory data analysis 分析 AI 工程師 • 林口長庚醫院-AI core lab 六月三月 2021 【建置 AI 模型與應用】 - 利用 AI deep learning CNN models,解決醫療領域的問題 - 利用機器學習方法輔助解決醫療領域問題 - 搭配 Linux bash shell 幫助 AI 模型的運行 1. Corneal ulcer - 建立
Airflow
Docker
AWS
Employed
Open to opportunities
Full-time / Interested in working remotely
4-6 years
清華大學
動力機械工程學系
Avatar of the user.
Avatar of the user.
Founder @MyDearTeacher
2014 ~ 2022
Data, backend or project management
Within six months
Python
Machine Learning
Deep Learning
Employed
Full-time / Interested in working remotely
6-10 years
University of Colorado Boulder
Data Science
Avatar of the user.
Avatar of the user.
資深經理 @緯創資通
2021 ~ Present
Technical Manager
Within six months
Research
Unsupervised Learning
Computer Science
Employed
Full-time / Interested in working remotely
10-15 years
National Taiwan University of Science and Technology
Master's degree Computer Science and Information Engineering
Avatar of the user.
Avatar of the user.
Data Scientist @Vizuro
Manager
Within one month
AI & Machine Learning
Airflow
AWS
Employed
Not open to opportunities
Full-time / Interested in working remotely
6-10 years
National Taiwan University
Quantum Computation and Information Science and Technology
Avatar of 許立農.
Avatar of 許立農.
數據科學家 @中國信託商業銀行股份有限公司
2021 ~ Present
AI工程師、機器學習工程師、深度學習工程師、資料科學家、Machine Learning Engineer、Deep Learning Engineer、Data Scientist
Within six months
fraudulent accounts based on transaction data, restricting transactions in advance to prevent harm. Responsibilities/Achievements: Development and deployment of credit card and financial features. Managing the data flow process from receiving variables to model predictions, identifying risk factors, and updating alert lists. Implemented Autoencoder + contrastive learning to achieve a 1.81% improvement in model effectiveness. Coupon Recommendation Objective: Personalized coupon recommendations for mobile banking users to increase click-through rates and redemption rates. Responsibilities/Achievements: Utilized multi-task learning to simultaneously predict click-through behavior and coupon redemptions, resulting in a
Python
R
MSSQL
Employed
Full-time / Interested in working remotely
4-6 years
政治大學
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Within three months
Data engineer / Data scientist
Logo of H2 Inc..
H2 Inc.
2021 ~ Present
New Taipei City, Taiwan
Professional Background
Current status
Employed
Job Search Progress
Open to opportunities
Professions
Data Scientist, Data Engineer, Python Developer
Fields of Employment
Artificial Intelligence / Machine Learning, Big Data, Software
Work experience
4-6 years
Management
I've had experience in managing 1-5 people
Skills
Airflow
Docker
AWS
Flask
Python
Machine Learning
Object Detection
Linux
Bash shell
Git
Deep Learning with PyTorch
Data Analysis
PostegreSQL
MongoDB
ETL Pipeline
Wandb
C/C++
Crawler
Languages
Chinese
Native or Bilingual
English
Professional
Job search preferences
Positions
AI engineer, ML engineer, data scientist
Job types
Full-time
Locations
台灣台北市, 台灣新北市, 台灣台中市
Remote
Interested in working remotely
Freelance
Yes, I freelance in my spare time
Educations
School
清華大學
Major
動力機械工程學系
Print

施冠宇

在 H2 inc. 智抗糖 app 中開發 food AI recognition 功能 ,目前服務已經穩定上線

  New Taipei City, Taiwan      


工作經歷

Data engineer  •  H2 Inc.

十二月 2021 - Present

【AI 食物辨識及分類】
- 設計 labeling workflow and rules, 並領導 3 位 labelers 團隊
- 管理 food AI recognition project life cycle, 完成 end-to-end deployment 並根據用戶回饋建立 retrain system
- 幫助公司 app 增加 6 % 用戶參與度並獲得 70 % 用戶滿意度
- 運用 DVC 建置 model experiment tracking, dataset versioning 以及 model management

【Airflow 定期排程以及維運 data reports】
- 創建 2 個 ETL pipeline
- 幫助 3 個不同部門維護 8 個 data reports
- 利用 python 去處理並且整合SQL, Google big query, AWS S3 bucket不同來源的 data source

【Data analysis】

- 根據各部門所需提供相對應的數據分析
- 針對不同 project 進行 exploratory data analysis 分析

AI 工程師  •  林口長庚醫院-AI core lab

六月 2019 - 三月 2021

【建置 AI 模型與應用】
- 利用 AI deep learning CNN models,解決醫療領域的問題
- 利用機器學習方法輔助解決醫療領域問題
- 搭配 Linux bash shell 幫助 AI 模型的運行

1. Corneal ulcer
- 建立 two-stage model 並且 fine-tune model 至 80% Accuracy 達 80%, 高於醫師判斷的 66%, 已經與醫師共同發表醫療 AI paper

2. Pterygium案件
- 運用 6 種不同 CNN model 搭配 5 種 data augmentation 並且 fine-tune model,達到 93 % Accuracy on validation dataset. Accuracy 達到 93%, 已與醫師合作發表醫學 paper


3. Pathology案件
-建立 two stage segmentation model, stage one segmentation model 達到86% IOU, stage two segmentation model 達到 94% custom dice coefficient

學歷

清華大學

動力機械工程學系

2014 - 2018

技能

Software


  • AWS
  • Airflow
  • Dagster
  • Docker
  • Git
  • Flask
  • Pytorch
  • Tensorflow
  • DVC

Languages


  • Python
  • SQL
  • Bash-Shell script
  • C/C++
  • Javascript

Technical Skill


  • Data Modeling
  • Custom ETL Development
  • Data Analysis
  • System Resource Analysis
  • AWS IaaS
Resume
Profile

施冠宇

在 H2 inc. 智抗糖 app 中開發 food AI recognition 功能 ,目前服務已經穩定上線

  New Taipei City, Taiwan      


工作經歷

Data engineer  •  H2 Inc.

十二月 2021 - Present

【AI 食物辨識及分類】
- 設計 labeling workflow and rules, 並領導 3 位 labelers 團隊
- 管理 food AI recognition project life cycle, 完成 end-to-end deployment 並根據用戶回饋建立 retrain system
- 幫助公司 app 增加 6 % 用戶參與度並獲得 70 % 用戶滿意度
- 運用 DVC 建置 model experiment tracking, dataset versioning 以及 model management

【Airflow 定期排程以及維運 data reports】
- 創建 2 個 ETL pipeline
- 幫助 3 個不同部門維護 8 個 data reports
- 利用 python 去處理並且整合SQL, Google big query, AWS S3 bucket不同來源的 data source

【Data analysis】

- 根據各部門所需提供相對應的數據分析
- 針對不同 project 進行 exploratory data analysis 分析

AI 工程師  •  林口長庚醫院-AI core lab

六月 2019 - 三月 2021

【建置 AI 模型與應用】
- 利用 AI deep learning CNN models,解決醫療領域的問題
- 利用機器學習方法輔助解決醫療領域問題
- 搭配 Linux bash shell 幫助 AI 模型的運行

1. Corneal ulcer
- 建立 two-stage model 並且 fine-tune model 至 80% Accuracy 達 80%, 高於醫師判斷的 66%, 已經與醫師共同發表醫療 AI paper

2. Pterygium案件
- 運用 6 種不同 CNN model 搭配 5 種 data augmentation 並且 fine-tune model,達到 93 % Accuracy on validation dataset. Accuracy 達到 93%, 已與醫師合作發表醫學 paper


3. Pathology案件
-建立 two stage segmentation model, stage one segmentation model 達到86% IOU, stage two segmentation model 達到 94% custom dice coefficient

學歷

清華大學

動力機械工程學系

2014 - 2018

技能

Software


  • AWS
  • Airflow
  • Dagster
  • Docker
  • Git
  • Flask
  • Pytorch
  • Tensorflow
  • DVC

Languages


  • Python
  • SQL
  • Bash-Shell script
  • C/C++
  • Javascript

Technical Skill


  • Data Modeling
  • Custom ETL Development
  • Data Analysis
  • System Resource Analysis
  • AWS IaaS