在數據分析及應用領域已累積五年半經驗,主要經歷為建置及規劃數據分析模型與平台,也負責爬取、清洗、轉換資料等及數據分析應用,此外也有開發及維運財務系統的經驗,擅長以Python開發及搭配R做數據分析、建模等應用,另外對於大數據開發工具有基礎的知識,如Hadoop、Spark等。 我相信自我的堅持、積極和負責任的個人特性,可以使我很快很好的上手不熟悉的工作及任務,並為問題找到可行的解決方案。
Data Analyst/Data Scientist
Taoyuan District,TW
[email protected]
工作內容:
1.彙整全球面向之產品品質統計與分析報告,並提供品質改善對策
2.負責數據應用專案之時程規劃、需求開發、數據分析、模型建置及API平台建置、linux server管理、報表平台及資料庫維運等
3.支援合作單位數據分析以協助流程或產品品質改善
完成專案1:品質指標監控平台(減少管理者50%的時間)
完成專案2:CPU更換率報表(減少3%更換率)
完成專案3:ML維修料件推薦系統(減少10-20%的誤換率)
完成專案4:自動分析報表派送系統(兩個月提升管理者管理效率)
Using final report data to analyze and visualize front-end and back-end engineers' repairing action so that the company can improve repairing process and product quality.
Professional skill:Build ETL architecture, Data cleansing and preparation in pandas, Web crawler in selenium, Analyze in scikit-learn, visualization in shiny.
•Build monitoring system project: Design Mysql DB and build ETL architecture to extract data from excel file in python. Also build shiny system with my coworker. Boosted Managerial Effectiveness so that managers of headquarters and front-end managers spend less time than before. within 4 months (100% Mysql/Python, 30% R Shiny)
職責:
1.電池資料清理及匯入資料庫流程及架構建置
2.電池數據分析之平台建置及維護
3.配合電池分析專家及軟硬體工程師,共同建置電池健康狀況分析之平台
完成專案:
1.快速測試電池健康之數據平台(兩個月建置完成並供客戶使用)
Build a data analysis platform of battery's health, plan and set up the database, visualize data on the dashboard, cooperate with a battery analysis expert and a software and hardware engineer.
•Build a platform to offer customers can get healthy state of battery within 2 months
職責:
1.企業內部系統開發、管理、維護、改善
2.專案規劃、執行、監控、管理與協調專案進行過程中必要之溝通協調工作
完成專案:
1.BIS統一會科細化開發(三個月提升57間公司財務透明度)
2.集團汽車業營銷即時管理資訊(一個月使集團6品牌銷售資訊能更進一步分析)
Plan project time, assess requirements' development, provide solution and suggestions, system development and testing, system maintenance, system optimization and upgrading.
•Refinement account names project: Boosted financial information of 57 companies more public within 3 months (100% Essbase/BIEE)
•Immediate sales information project: Improved sales information of 6 brands that it can do further analysis in a month (100% BIEE, 20% DataStage)
Thesis:
Correlation between Undrained Young’s Modulus of Clay and Other Parameters
python / R / Matlab / Java / JavaScript / HTML5 / JQuery / MySQL / MSSQL / Hadoop
在數據分析及應用領域已累積五年半經驗,主要經歷為建置及規劃數據分析模型與平台,也負責爬取、清洗、轉換資料等及數據分析應用,此外也有開發及維運財務系統的經驗,擅長以Python開發及搭配R做數據分析、建模等應用,另外對於大數據開發工具有基礎的知識,如Hadoop、Spark等。 我相信自我的堅持、積極和負責任的個人特性,可以使我很快很好的上手不熟悉的工作及任務,並為問題找到可行的解決方案。
Data Analyst/Data Scientist
Taoyuan District,TW
[email protected]
工作內容:
1.彙整全球面向之產品品質統計與分析報告,並提供品質改善對策
2.負責數據應用專案之時程規劃、需求開發、數據分析、模型建置及API平台建置、linux server管理、報表平台及資料庫維運等
3.支援合作單位數據分析以協助流程或產品品質改善
完成專案1:品質指標監控平台(減少管理者50%的時間)
完成專案2:CPU更換率報表(減少3%更換率)
完成專案3:ML維修料件推薦系統(減少10-20%的誤換率)
完成專案4:自動分析報表派送系統(兩個月提升管理者管理效率)
Using final report data to analyze and visualize front-end and back-end engineers' repairing action so that the company can improve repairing process and product quality.
Professional skill:Build ETL architecture, Data cleansing and preparation in pandas, Web crawler in selenium, Analyze in scikit-learn, visualization in shiny.
•Build monitoring system project: Design Mysql DB and build ETL architecture to extract data from excel file in python. Also build shiny system with my coworker. Boosted Managerial Effectiveness so that managers of headquarters and front-end managers spend less time than before. within 4 months (100% Mysql/Python, 30% R Shiny)
職責:
1.電池資料清理及匯入資料庫流程及架構建置
2.電池數據分析之平台建置及維護
3.配合電池分析專家及軟硬體工程師,共同建置電池健康狀況分析之平台
完成專案:
1.快速測試電池健康之數據平台(兩個月建置完成並供客戶使用)
Build a data analysis platform of battery's health, plan and set up the database, visualize data on the dashboard, cooperate with a battery analysis expert and a software and hardware engineer.
•Build a platform to offer customers can get healthy state of battery within 2 months
職責:
1.企業內部系統開發、管理、維護、改善
2.專案規劃、執行、監控、管理與協調專案進行過程中必要之溝通協調工作
完成專案:
1.BIS統一會科細化開發(三個月提升57間公司財務透明度)
2.集團汽車業營銷即時管理資訊(一個月使集團6品牌銷售資訊能更進一步分析)
Plan project time, assess requirements' development, provide solution and suggestions, system development and testing, system maintenance, system optimization and upgrading.
•Refinement account names project: Boosted financial information of 57 companies more public within 3 months (100% Essbase/BIEE)
•Immediate sales information project: Improved sales information of 6 brands that it can do further analysis in a month (100% BIEE, 20% DataStage)
Thesis:
Correlation between Undrained Young’s Modulus of Clay and Other Parameters
python / R / Matlab / Java / JavaScript / HTML5 / JQuery / MySQL / MSSQL / Hadoop