CakeResume Talent Search

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6-10 years
10-15 years
More than 15 years
Avatar of 莊鈞諺.
Avatar of 莊鈞諺.
Expertise & Innovation Lead, Cloud @fifty-five
2023 ~ Present
Cloud Solution Architect
Within one month
search traffic via strategic SEO for major platforms. - Large-Scale Website Project: Contributed to a high-value SaaS website launch, overseeing deployment and development. - Data Analysis & Systems : Developed GCP-centric data systems, boosting data integration and analysis. - Team Leadership & Innovation: Created a Vertex AI recommendation engine, advancing data team methodologies. EducationNational Chengchi University MS in Computer Science Thesis:Explainable Deep Learning-Based Recommendation Systems: Enhancing the Services of Public Sector Subsidy Online Platform Courses Taken: Big Data Analytics, Data mining, Reinforce Learning, Algorithm and BlockchainNational Cheng Kung University MS in Resource Engineering Thesis: Text-mining and
Google Analytics
Google Tag Manager
Data Mining
Employed
Full-time / Interested in working remotely
4-6 years
National Chengchi University
Computer Science
Avatar of Dadang Firmansyah.
Avatar of Dadang Firmansyah.
Superintendent Geotechnical Underground @PT. NHM
2012 ~ Present
Project Lead / Tech Lead / Team Lead / Technical Manager
More than one year
jawab atas semua masalah geoteknik tambang bawah tanah - memastikan semua penyangga terpasang sesuai dengan standard - memastikan sistem QAQC dapat terukur dan sistematis - mendukung produksi berjalan dengan aman dan tercapai - mendukung dan bekerjasama dalam proyek optimalisasi produksi perusahaan. - membuat kajian dan meninjau Rencana Kontrol Pengelolaan Batuan setiap tahun. - memiliki 8 orang geoteknikal team dan bekerjasama dengan 300 lebih karyawan bidang produksi. Geotechnical Engineer • PT. Newmont Nusa Tenggara FebruariMeiGeotechnical logging, mendeskripsikan kualitas batuan berdasarkan data pemboran PendidikanUniversitas Pembangunan Nasional Veteran Yogyakarta Geologi Skil User Experience Usable assessment Credible Product Ground Control Management Plan Mining abandoned area Language English
Word
PowerPoint
Excel
Studying
Full-time / Interested in working remotely
10-15 years
Universitas Pembangunan Nasional Veteran Yogyakarta
Geologi

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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 month
Semiconductor Advanced Process Data Engineer & Scientist
MediaTek Inc.
2019 ~ Present
台灣台北市
Professional Background
Current status
Employed
Job Search Progress
Professions
Data Engineer, Data Scientist, Big Data Engineer
Fields of Employment
Big Data
Work experience
4-6 years
Management
I've had experience in managing 1-5 people
Skills
Python
SQL
Splunk
Airflow
BigQuery
Plotly/Dash
Git
Google Cloud Platform (GCP)
Languages
Chinese
Native or Bilingual
English
Intermediate
German
Beginner
Job search preferences
Positions
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
Job types
Full-time
Locations
Taipei, 台灣
Remote
Interested in working remotely
Freelance
No
Educations
School
National Chiao Tung University
Major
Computer Science
Print

Lea Yeh / 葉美伶

現任聯發科技公司 | AI & Big Data 部門 | 半導體先進製程 | 資料科學家

業務橫跨公司成本控管及晶片開發,開發 PB-level 資料從 data integration 到 machine learning 的所有環節,能快速分析巨量資料,並從資料源頭提升 prediction model 表現。

  • Data Science, 
    • 透過 machine learning model 改善控制手機溫度控制機制,降低溫度誤差 < 1C
    • 協助晶片開發者降低 20% 功耗,提升手機效能 14K Antutu score
    • 開發 BI Dashboard 分析 EDA tool 使用狀況,降低 25% 採購成本
  • Data Engineer, 
    • 建立結構化資料和非結構化資料之 automating data pipelines
    • 設計 PB-level 資料 ETL 流程並引入阿里巴巴 data warehouse 分層設計
    • 建立資料品質 realtime 監控機制,資料缺失率 50% 降低到 <1%

  Taipei City, Taiwan         

工作經歷

Data Engineer / Scientist

MediaTek Inc.  •  2019/07 - Present

協助晶片設計提升產品效能

  • 透過 regression model 改善控制手機溫度控制機制,溫度誤差 < 1C
  • 透過 unsupervised learning 精確分貨,多救回過去誤分的 5% 高階晶片
  • 建立 PB-level data warehouse 降低 20% 功耗並提升手機效能 (14K Antutu Score)

協助晶片開發掌握新製程特性

  • 透過 Plotly/Dash 進行數據分析,協助晶片開發人員縮短開發時間 50%
  • BigQuery 透過數倉分層設計及優化 SQL 提升 70% 效能

建立雲端分析管道

  • 透過 NiFi, Airflow, Dataflow, BigQuery 設計 ETL 流程
  • 在公司數位轉型初期,引入阿里巴巴數據中台理論的數據分層設計,提升資料表重用率
  • 建立資料品質實時監控機制,資料缺失率 50% 降低到 <1%,每個月降低人力成本 7.5man-day

進行 EDA License 及 Computing Farm 成本控管

公司三大成本: EDA License, Computing Farm, 人力

  • 透過 Splunk 建立互動式 BI Dashboard,輔助 EO 採買決策,減少 25% 採購成本
  • 提升 11% 整體 EDA license 使用率,19% EDA temp license 使用率

能跨部門協調獨立作業,並帶領團隊完成專案

  • 深獲合作部門肯定,於 2021 獲得 15 個跨部門 vAward
  • 為公司節省巨額採購成本,於 2020 獲得 IT 年度獎

Software Engineer

MediaTek Inc.  •  2016/09 - 2019/07

開發 Modem Log 相關除錯及分析工具

  • 以 Vue.js 搭配 Electron 建立 World Wide Field Frial Upload Tool
  • 結合 Python 及 Jenkins 開發 ICD DMS 達到自動化以文件規範實作
  • 透過 AngularJS 開發 StackOverflow-like QA 平台

技能

Programming Skills

Python, SQL, SPL, NodeJS, HTMK, CSS, Git, CI/CD

  • 8 年以上 Python 編程經驗,嚴格遵守 PEP8 coding style 規範,追求高效優雅 pythonic 開發
  • 3 年 SQL 及 SPL 開發經驗,力求優化查詢效能
  • 2 年網頁後端開發經驗,貢獻 CDNJS 大型開源專案 (9.4K stars)

Machine Learning Skills

Sklearn, Numpy, Pandas, Scipy, seaborn, shap value, xgboost, random forest, linear regression, feature engineering, high dimension clustering (fit JD key word)

Data Engineering & Analysis Skills

Airflow, NiFi, Dataflow, BigQuery, Cloud Function, Plotly/Dash, Splunk

Cloud Platform

GCP: Cloud Function, Dataflow, Composer, BigQuery

學歷

2014 - 2016

National Chiao Tung University

Computer Science - Data Mining Lab

2011 - 2014

Tatung University

Computer Science

Resume
Profile

Lea Yeh / 葉美伶

現任聯發科技公司 | AI & Big Data 部門 | 半導體先進製程 | 資料科學家

業務橫跨公司成本控管及晶片開發,開發 PB-level 資料從 data integration 到 machine learning 的所有環節,能快速分析巨量資料,並從資料源頭提升 prediction model 表現。

  • Data Science, 
    • 透過 machine learning model 改善控制手機溫度控制機制,降低溫度誤差 < 1C
    • 協助晶片開發者降低 20% 功耗,提升手機效能 14K Antutu score
    • 開發 BI Dashboard 分析 EDA tool 使用狀況,降低 25% 採購成本
  • Data Engineer, 
    • 建立結構化資料和非結構化資料之 automating data pipelines
    • 設計 PB-level 資料 ETL 流程並引入阿里巴巴 data warehouse 分層設計
    • 建立資料品質 realtime 監控機制,資料缺失率 50% 降低到 <1%

  Taipei City, Taiwan         

工作經歷

Data Engineer / Scientist

MediaTek Inc.  •  2019/07 - Present

協助晶片設計提升產品效能

  • 透過 regression model 改善控制手機溫度控制機制,溫度誤差 < 1C
  • 透過 unsupervised learning 精確分貨,多救回過去誤分的 5% 高階晶片
  • 建立 PB-level data warehouse 降低 20% 功耗並提升手機效能 (14K Antutu Score)

協助晶片開發掌握新製程特性

  • 透過 Plotly/Dash 進行數據分析,協助晶片開發人員縮短開發時間 50%
  • BigQuery 透過數倉分層設計及優化 SQL 提升 70% 效能

建立雲端分析管道

  • 透過 NiFi, Airflow, Dataflow, BigQuery 設計 ETL 流程
  • 在公司數位轉型初期,引入阿里巴巴數據中台理論的數據分層設計,提升資料表重用率
  • 建立資料品質實時監控機制,資料缺失率 50% 降低到 <1%,每個月降低人力成本 7.5man-day

進行 EDA License 及 Computing Farm 成本控管

公司三大成本: EDA License, Computing Farm, 人力

  • 透過 Splunk 建立互動式 BI Dashboard,輔助 EO 採買決策,減少 25% 採購成本
  • 提升 11% 整體 EDA license 使用率,19% EDA temp license 使用率

能跨部門協調獨立作業,並帶領團隊完成專案

  • 深獲合作部門肯定,於 2021 獲得 15 個跨部門 vAward
  • 為公司節省巨額採購成本,於 2020 獲得 IT 年度獎

Software Engineer

MediaTek Inc.  •  2016/09 - 2019/07

開發 Modem Log 相關除錯及分析工具

  • 以 Vue.js 搭配 Electron 建立 World Wide Field Frial Upload Tool
  • 結合 Python 及 Jenkins 開發 ICD DMS 達到自動化以文件規範實作
  • 透過 AngularJS 開發 StackOverflow-like QA 平台

技能

Programming Skills

Python, SQL, SPL, NodeJS, HTMK, CSS, Git, CI/CD

  • 8 年以上 Python 編程經驗,嚴格遵守 PEP8 coding style 規範,追求高效優雅 pythonic 開發
  • 3 年 SQL 及 SPL 開發經驗,力求優化查詢效能
  • 2 年網頁後端開發經驗,貢獻 CDNJS 大型開源專案 (9.4K stars)

Machine Learning Skills

Sklearn, Numpy, Pandas, Scipy, seaborn, shap value, xgboost, random forest, linear regression, feature engineering, high dimension clustering (fit JD key word)

Data Engineering & Analysis Skills

Airflow, NiFi, Dataflow, BigQuery, Cloud Function, Plotly/Dash, Splunk

Cloud Platform

GCP: Cloud Function, Dataflow, Composer, BigQuery

學歷

2014 - 2016

National Chiao Tung University

Computer Science - Data Mining Lab

2011 - 2014

Tatung University

Computer Science