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4-6 years
6-10 years
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Avatar of Johnson Liu.
Avatar of Johnson Liu.
Software Architect @Elegant Service Company
2021 ~ Present
Manager
Within three months
for Cloud Storage Project (Selenium Python, Release Management) 2. Work as RD for TrendMicro CI system to create Hybrid Cloud Project (Java, JSP) Sr. Engineer • FalconStor 四月八月Develop cloud based backup solutions: Including backup management portal (PHP, Zend, Ext JS), file based backup agent. 2. Maintain current backup software product, and develop new features based on requirement. (C++). Sr. Engineer • Institute for Information Industry (III) 六月十二月Complete Climate Forecast Modeling System for CWB Taiwan (C/CComplete QA testing report ge...
C++ and C
Python
.NET Framework
Employed
Full-time / Interested in working remotely
More than 15 years
Chinese Culture University
Information Management
Avatar of Paul Shih.
Finance Manager
More than one year
Paul Shih An effective performer comfortable working proactively as an individual and also thrives working collaboratively in a cross functional role. A fan of combining data analytics with common business sense to support C-level executives, VPs and directors in a fast paced, high pressured environment. As an optimizer, I recognize inefficiencies and utilize systematic approach to implement automated and permanent solutions. https://www.linkedin.com/in/mbapaulshih/ Finance Manager San Francisco, US [email protected] Key Competencies Advanced Data Analysis, Business Intelligence,Forecast Modeling, Strategic Planning, Cross
Excel
PowerPoint
Forecast Modeling
Full-time / Not interested in working remotely
More than 15 years
University of San Francisco
Finance
Avatar of the user.
Avatar of the user.
Financial Analyst (contractor) @The Walt Disney Company
2021 ~ Present
Financial Analyst
More than one year
Excel
Word
PowerPoint
Employed
Full-time / Interested in working remotely
4-6 years
National Taiwan University
Accounting
Avatar of the user.
Avatar of the user.
Project Specialist @China Life Insurance Co., Ltd.
2019 ~ Present
Data Analyst
More than one year
Excel
SQL
Python
Employed
Full-time / Interested in working remotely
6-10 years
National Taiwan University
Psychology
Avatar of the user.
Avatar of the user.
Site In Charge @Wipro Limited
2013 ~ 2013
Data Scientist
More than one year
Machine Learning with stats models and scikit-learn
Machine Learning
Statistical Analysis
Employed
Full-time / Interested in working remotely
4-6 years
VIT University
Master of Technology

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Within one month
Data/ML Engineer
Logo of 凱基證券.
凱基證券
2018 ~ Present
Taipei, Taiwan
Professional Background
Current status
Employed
Job Search Progress
Professions
Data Engineer, Data Scientist, Project Manager
Fields of Employment
Artificial Intelligence / Machine Learning, Big Data, IT / Digital
Work experience
6-10 years
Management
None
Skills
Data Analysis
Data Science
Database
Data Mining
Languages
Chinese
Native or Bilingual
English
Intermediate
Job search preferences
Positions
Data Scientist, Data Analyst, Machine Learning Engineer
Job types
Full-time
Locations
Taipei, 台灣
Remote
Interested in working remotely
Freelance
No
Educations
School
國立台北科技大學研究所
Major
資訊管理
Print

EasonHsu

Taipei City, Taiwan
0919939484
[email protected]
https://www.linkedin.com/in/eason-hsu-64b905101/

8+ years of experience in data analysis.
skills:
• sql、python、ETL 、ms sql、ML server、LLM
• machine learning 、text mining 、web crawler
• data PM

工作經歷


Data/ML Engineer  •  凱基證券

八月 2018 - Present  |  Taipei, Taiwan

  • 一、Data Science:

    1.導入MLops開發部署流程於地端微軟Machine Learning Server /雲端GCP Vertex AI
    2.客戶流失預警預測(Xgboost),auc score 83%
    3.客戶商品傾向預測,月平均保費提高22%(Random Forest),月基金成交提升100%(Xgboost)
    4.小資客戶群集分析(Clustering),提供客群分類與標籤
    5.eKYC額度授予專案,使用多模型(LR+RF+Xgb)制定額度授予指標,透過LLM API協助特徵工程,串接證券前端系統提供線上即時服務,風險客戶偵測率88%


    二、Data Engineering :
    1.設計與開發50+ Data Pipeline(SSIS、batch)、30+ DataMart 、排程監控
    2.期貨高頻交易delta曝險分析,進行程式交易風險管控
    3.根據業務需求(通路、電商、客群)進行行銷名單與報表產出
    4.配合APP自動化推播,開發20+ Web API
    5.設計20+ data modeling 供BI工具使用(Tableau,Cognos)
    6.LineBC平台開發客戶標籤,推動個人化精準行銷
    7.開發爬蟲程式(python),獲取公開資料
    8.設計GCP data pipeline(airflow)


    三、Data PM/SA:
    專注於跨部門、跨組織數據專案。包括需求確認、資料流設計、數據開發
    1.配合集團進行客戶綜合管理專案,擔任證券端資料治理與開發,針對客戶五大指標進行數據開發,供各BU經營客戶
    2.協同海外廠商合作客戶體驗平台專案(NPS)、協調IT與業務單位進行線上/線下客戶數據資料交換,透過淨推薦問卷機制追蹤用戶體驗


    四、Cloud Services:
    1.透過GCP Gemini AI協助會議摘要
    2.使用Vertex AI Search 建立組內KM chatbot (POC)
    3.配合廠商進行微軟OpenAI智能平台使用情境驗證(POC)


    五、Side Project:
    1.LangChain框架之LLM應用: PDF-Chat、Search-Chat

Data Engineer  •  亞太電信股份有限公司

三月 2018 - 七月 2018  |  Taipei, Taiwan

  • 一、文字探勘(text mining):
    1.網路爬蟲:各大電信店點資訊、電信社群資料、google trends
    2.電信業字詞權重開發:jieba、tf-idf、關鍵字提取
    3.資料視覺化

Data Engineer  •  元大證券股份有限公司

十月 2015 - 十一月 2017  |  Taipei, Taiwan

  • 一、Data ETL 資料整合
    主導ETL informatica完全轉移至SSIS,減少informatica後續版本維運的支出,開發200+ data pipeline

    二、資料分析
    1.依據證券業各項風險指標建立TCRI風控管理系統並提供每日股票評等分析
    2.電商紅利點數客戶兌換名單產出平台,維繫客戶關係
    3.影音視頻統計分析,了解使用者對於影音的使用情況

學歷


國立台北科技大學研究所

資訊管理  •  2012 - 2014

Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt ut laoreet dolore magna aliquam erat volutpat.

技能


  • Data Analysis
  • Data Science
  • Database
  • Data Mining

語言


  • Chinese — 母語或雙語
  • English — 中階
Resume
Profile

EasonHsu

Taipei City, Taiwan
0919939484
[email protected]
https://www.linkedin.com/in/eason-hsu-64b905101/

8+ years of experience in data analysis.
skills:
• sql、python、ETL 、ms sql、ML server、LLM
• machine learning 、text mining 、web crawler
• data PM

工作經歷


Data/ML Engineer  •  凱基證券

八月 2018 - Present  |  Taipei, Taiwan

  • 一、Data Science:

    1.導入MLops開發部署流程於地端微軟Machine Learning Server /雲端GCP Vertex AI
    2.客戶流失預警預測(Xgboost),auc score 83%
    3.客戶商品傾向預測,月平均保費提高22%(Random Forest),月基金成交提升100%(Xgboost)
    4.小資客戶群集分析(Clustering),提供客群分類與標籤
    5.eKYC額度授予專案,使用多模型(LR+RF+Xgb)制定額度授予指標,透過LLM API協助特徵工程,串接證券前端系統提供線上即時服務,風險客戶偵測率88%


    二、Data Engineering :
    1.設計與開發50+ Data Pipeline(SSIS、batch)、30+ DataMart 、排程監控
    2.期貨高頻交易delta曝險分析,進行程式交易風險管控
    3.根據業務需求(通路、電商、客群)進行行銷名單與報表產出
    4.配合APP自動化推播,開發20+ Web API
    5.設計20+ data modeling 供BI工具使用(Tableau,Cognos)
    6.LineBC平台開發客戶標籤,推動個人化精準行銷
    7.開發爬蟲程式(python),獲取公開資料
    8.設計GCP data pipeline(airflow)


    三、Data PM/SA:
    專注於跨部門、跨組織數據專案。包括需求確認、資料流設計、數據開發
    1.配合集團進行客戶綜合管理專案,擔任證券端資料治理與開發,針對客戶五大指標進行數據開發,供各BU經營客戶
    2.協同海外廠商合作客戶體驗平台專案(NPS)、協調IT與業務單位進行線上/線下客戶數據資料交換,透過淨推薦問卷機制追蹤用戶體驗


    四、Cloud Services:
    1.透過GCP Gemini AI協助會議摘要
    2.使用Vertex AI Search 建立組內KM chatbot (POC)
    3.配合廠商進行微軟OpenAI智能平台使用情境驗證(POC)


    五、Side Project:
    1.LangChain框架之LLM應用: PDF-Chat、Search-Chat

Data Engineer  •  亞太電信股份有限公司

三月 2018 - 七月 2018  |  Taipei, Taiwan

  • 一、文字探勘(text mining):
    1.網路爬蟲:各大電信店點資訊、電信社群資料、google trends
    2.電信業字詞權重開發:jieba、tf-idf、關鍵字提取
    3.資料視覺化

Data Engineer  •  元大證券股份有限公司

十月 2015 - 十一月 2017  |  Taipei, Taiwan

  • 一、Data ETL 資料整合
    主導ETL informatica完全轉移至SSIS,減少informatica後續版本維運的支出,開發200+ data pipeline

    二、資料分析
    1.依據證券業各項風險指標建立TCRI風控管理系統並提供每日股票評等分析
    2.電商紅利點數客戶兌換名單產出平台,維繫客戶關係
    3.影音視頻統計分析,了解使用者對於影音的使用情況

學歷


國立台北科技大學研究所

資訊管理  •  2012 - 2014

Lorem ipsum dolor sit amet, consectetuer adipiscing elit, sed diam nonummy nibh euismod tincidunt ut laoreet dolore magna aliquam erat volutpat.

技能


  • Data Analysis
  • Data Science
  • Database
  • Data Mining

語言


  • Chinese — 母語或雙語
  • English — 中階