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On
4-6 years
6-10 years
10-15 years
More than 15 years
Past
Facility & Asset Management @PT. Gojek Indonesia2018 ~ 2022
・
Investment Banking Analyst/Asset Management Analyst/Customer Success
Within three months
Maulana Hidayatullah Facility & Asset Management Highly motivated and detail-oriented professional with expertise in data analysis, project management, and process improvement. Adept at troubleshooting and resolving complex issues. Skilled in developing and implementing innovative strategies to reduce costs and increase efficiency. Experienced in establishing and leading divisions, managing inventories, and maintaining assets. Proven track record in implementing asset management systems and policies for improved efficiency. Strong background in managing budgets and cost projections. Proficient in IT support, access control, and security systems. Excellent communication and relationship-building skills. Bachelor's degree in
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
10-15 years
Universitas Terbuka
・
Management
產品總監 @禾亞數位科技股份有限公司2022 ~ Present
・
Product manager, Senior Product Manager, Product Director
Within one month
Employed
・
Ready to interview
Full-time / Interested in working remotely
10-15 years
國立台灣科技大學 National Taiwan University of Science and Technology
・
電機工程系
Past
Senior Front-End Software Engineer @KKSTREAM 香港商科科串流股份有限公司2020 ~ 2022
・
前端工程師 Front-End Developer
Within one month
collaborative efforts and adapt to modern web development trends. WORK EXPERIENCE Senior Front-End Software Engineer • KKStream Collaborated with the team to implement the all-in-one multimedia platform Kaleido within six months, facilitating the creation of online streaming platforms for businesses. Assessed and measured the feasibility and effectiveness of various features during the development process.Implemented WebRTC live streaming functionality in a month, offering users a complimentary trial. Facilitated cross-departmental communication and collaboration, providing SDKs for seamless integration. Addressed and fixed errors occurring during player integration across different platforms. Nov 2020 – Sep
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
國立中山大學 National Sun Yat-Sen University
・
Computer Science
Past
Senior Marketing Specialist @ASUS Cloud Corporation2017 ~ 2023
・
行銷企劃專員
Within one month
2023 Integrated and utilized various marketing channels, including EDM, official website, social media, and cross-industry collaborations, for content marketing, achieving a breakthrough in the annual target attainment rate by exceeding 110%. Managed the company's official website and its content, collaborated with advertisers on advertising strategies, analyzed data effectiveness, adjusted and improved marketing strategies, and achieved an overall advertising ROAS rate exceeding 120%. Collaborated with the design team to discuss EDM layouts, with multiple successful experiences in design, and process optimization, effectively increasing email conversion rates (open rate from 10% to 25%; click-through rate from 0
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
National Kaohsiung First University of Science and Technology
・
Applied English
Past
Senior Mechanical Design Engineer @Smartmatic2018 ~ 2024
・
Lead mechanical engineer
Within one month
and module function, establish evaluation plan for testing according to the industry-specific regulations and standards, ensuring designs comply with relevant requirements. ‐ Collect CMF and DFM for tooling open, driving technical knowledge transfer to mass production. ‐ Establish and evaluate the tolerance analysis, statistical analysis for the quality control. ‐ Draft new product development and quotation to customer, ensuring the cost-effectiveness and cost optimization. ‐ Spot the creative mindset to propose and implement innovative solutions to the engineering challenges and then register the new patent, e.g., Paper staging controlled by gap sen...
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
More than 15 years
國立中央大學 National Central University
・
Mechanical Engineering
Supply Chain Regional Leader @Capital Lead LLP Asia Pacific - VNAT - DHL Supply Chain2020 ~ Present
・
Logistic and Supply Chain Manager / Logistic and Supply Chain Project Manager
Within one month
ensuring alignment with corporate objectives. Collaborated with global supply chain teams to streamline processes, enhance efficiency, and maintain consistency across regions. Developed and executed regional supply chain strategies to fit and adapt customer demand promptly and effective. Negotiated contracts with warehouse equipment and technology vendors, ensuring cost-effectiveness and alignment with warehouse optimization goals. Implemented robust demand planning processes, leveraging data analysis and forecasting techniques to optimize inventory levels and minimize stockouts, collaboration with IT BA to understand and deliver the on-demand solution using SQL, tablaue and python as core solving. Helped identify and
Employed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
LinkedIn Learning
・
Business Improvement - Project Management產品專案經理/全端工程師 @FITI Foxsemicon (Foxconn Technology Group)2018 ~ Present
・
Maker
Within one month
Employed
・
Ready to interview
Full-time / Interested in working remotely
10-15 years
國立台灣海洋大學 (NTOU)
・
系統工程暨造船學系Past
Vice-President Human Resources @Frost National Bank1998 ~ 2012
・
Human Resource Specialist / Recruiter
Within one month
process for compliance with applicable applicant tracking, interviewing and hiring requirements. Develops and maintains performance metrics that provide clarity of trending, benchmarking and insight for making program and process improvements. Leverages technology to support staffing initiatives. Develops and manages metrics to measure overall recruitment/staffing process effectiveness. Develops departmental policies. Develops and managed the CBRE employment brand. Recruitment Manager - Banking and Finance • International Search Consultants (Agency) DecemberMarchyears I lead our Recruiting team. I had 6 years of Banking and Financial Services recruitment, working as a Manager focusing exclusively on recruiting highly talented
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
More than 15 years
USIHR
・
Human Rights CertificateExecutive Assistant @PT DELTA MARATHAN JAGAD2023 ~ Present
・
Manager
Within two months
Employed
・
Ready to interview
Part-time / Interested in working remotely
10-15 years
Institut Teknologi Sepuluh Nopember (ITS)
・
Environmental Engineering Technology/Environmental Technology
Regional Key Account Manager SaaS & - West India @Work Store Limited2023 ~ Present
・
Area sales manager & Regional sales manager Key Account Manager
Within two months
business potential. * Discuss and plan ideation and conceptualization of program development, including process optimization with the KDMs. * Boosted revenue by strategically promoting Dyson's Capex business and lighting products within key accounts. * Efficiently collaborating with diverse teams to create program KPIs and ongoing reporting to measure program effectiveness, identify opportunities, optimize service delivery and enhance overall business processes. * Achieved a 1.5x revenue growth in 6 months through successful cross-selling of new CapEx products within existing accounts * Awarded Star Performer in the Annual Business reviewFebruaryPresent Regional Key Account Manager SaaS - West India Work Store
Employed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
ITM Group of Institutions
・
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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.
Professional Background
Current status
Employed
Job Search Progress
Professions
Machine Learning Engineer, Python Developer
Fields of Employment
Artificial Intelligence / Machine Learning
Work experience
1-2 years work experience (Less than 1 year relevant)
Management
I've had experience in managing 15+ people
Skills
Languages
English
・
Fluent
Chinese
・
Native or Bilingual
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
台灣台北
Remote
Interested in working remotely
Freelance
Yes, I freelance in my spare time
Educations
School
國立成功大學工業與資訊管理學系
Major
工業與資訊管理
擅長技術
- 論文：以多樣性測度估測集成模型預測正確率
- 統計：統計推論、變異數分析、迴歸、無母數檢定、多變量分析
- 資料探勘：特徵離散化、特徵萃取、徑向基函數、不平衡資料
- 機器學習：法則學、狄氏先驗貝氏分類器、隨機森林、集成模型
工作經歷
2021/1 - 2021/6
統計學助教
國立成功大學
- 撰寫授課講義並複習正課概念與架構，演示統計學概念，包含假設檢定、變異數分析、迴歸、無母數檢定。
- 釐清學生概念、證明統計命題、解答作業與考試問題。
2020/9 - 2021/6
研究助理
國立成功大學
- 輔助教授撰寫中華民國科技部計畫之研究，並撰寫為碩士論文。
2019/1 - 2019/6
工研院巨量資訊科技中心 實習生
財團法人工業技術研究院
執行資料標記，並與廠商討論資料類別標記標準。
學歷
國立成功大學
工業與資訊管理 (GPA: 3.98/4.3)
修課：數理統計、多變量分析、賽局理論 (A+)、資料探勘 (A) 、機器學習 (A+)
論文： A Study on Estimating the Accuracies of Ensemble Models by Diversity Metrics
發表： Wong, T. T. and Chang, E. Y.. A Study on the Effectiveness of Diversity Metrics for Ensemble Algorithms. （ under review, Information Fusion）
2019/9 - 2021/7
國立清華大學
工學院學士班 化學工程、工業工程與工廠管理 (GPA: 3.2/4.3)
修課：線性代數 (A+) 、線性規劃 (A) 、實驗設計、品質管理、計算機程式語言 (A)
2014/9 - 2019/6
碩士論文
A Study on Estimating the Accuracies of Ensemble Models by Diversity Metrics
貢獻：提升演算法預測能力 (10%) 、減少組成模型數量。
- 以自定義權重修改自適應增強演算法，提升演算法預測能力 10% （以兩獨立樣本檢定判定顯著性）。
- 自定義多樣性測度監督集成學習，並在固定集成模型預測能力下，減少所需組成模型數量，減少運算成本。
概述：以組成模型對資料預測正確與否作為伯努利隨機變數，計算給定數量組成模型之各個伯努利隨機變數所構成隨機向量之機率質量函數，以此為根基建構能夠描述集成模型預測正確率、組成模型個別預測正確率、組成模型間多樣性之因子。其中，因子與充分統計量概念相近，蘊含描述前述三者之所需資訊。以下為主要研究成果：
- 證明多樣性測度無法監督集成學習（蘊含資訊量不足、自由度限制不足）。
- 給定多樣性測度幾何意義：高維空間中隨機向量於各個方向之投影。
- 提出測度修改機制，建立高穩健性集成模型，並使得集成模型多樣性與預測正確率之間關係顯著。
專案
2022/5 - 2022/5
以矩陣分解建構電影推薦系統（以 Python 開發）
以矩陣分解建構電影推薦推薦系統。
2022/4 - 2022/5
以梯度增強樹推薦信用卡消費類別／超大量資料搜尋（以 Python 開發）
透過資料特性將資料分割為 0.5 M 份子資料集合以減少搜索對象，並透過快速排序、雙指針、哈希表實現快速搜索。以 Light GBM 建構預測模型，以預測下個月特定商品顧客消費額前三名之商品。
2020/8 - 2021/6
自定義權重自適應提升集成模型（以 Python 開發）
以自定義權重調整組成模型參與集成之權重，提升集成模型演算法預測正確率、建構效率。並開發袋裝法、自適應提升、隨機森林，比較各個經典演算法與此演算法預測能力之差異。
2020/4 - 2020/6
廣義狄氏先驗貝氏分類器預測肺臟疾病（以 C 語言開發）
以廣義狄氏分配描述 p(X) 、多項分配描述 p(y|X) ，進而透過共軛關係推算出 p(X|y) 所服從之分配，並以期望值估計其數值，進而提升樸素貝式分類器表現。
以 k-fold 架構透過統計檢定進行演算法效能評估、比較，挑選適當參數得到效能最佳之參數設定。
2019/12 - 2020/1
以 K 近鄰演算法預測乳腺癌（以 Basic 語言開發）
以徑向基函數衡量相似性並作為基本模型預測結果權重，以預測給定特徵之病人其乳腺癌之良、惡性。
技能
程式語言
C
Python
Visual Basic
套件
Numpy, Pandas, Matplotlib
Scikit-Learn
TensorFlow
軟體
MATLAB
Minitab
SPSS
EXCEL
語言
Mandarin Chinese
Traditional Chinese
English
社團經歷
2015/6 - 2016/5
吉他社社長 • 國立清華大學
1. 舉辦吉他╳鋼琴╳飲品社聯合成果發表、與國立新竹教育大學舉辦聯合迎新活動。
2. 策劃夜間教育，包含文案創作、活動內容發想、解謎影片拍攝、剪接與後製。
3. 撰寫吉他營營歌。
4. 社區、學生酒吧、商業酒吧駐唱。
2014/9 - 2015/1
懷幼社社員 • 國立清華大學
於偏遠地區為弱勢學生進行課後輔導、日常照料。
擅長技術
- 論文：以多樣性測度估測集成模型預測正確率
- 統計：統計推論、變異數分析、迴歸、無母數檢定、多變量分析
- 資料探勘：特徵離散化、特徵萃取、徑向基函數、不平衡資料
- 機器學習：法則學、狄氏先驗貝氏分類器、隨機森林、集成模型
工作經歷
2021/1 - 2021/6
統計學助教
國立成功大學
- 撰寫授課講義並複習正課概念與架構，演示統計學概念，包含假設檢定、變異數分析、迴歸、無母數檢定。
- 釐清學生概念、證明統計命題、解答作業與考試問題。
2020/9 - 2021/6
研究助理
國立成功大學
- 輔助教授撰寫中華民國科技部計畫之研究，並撰寫為碩士論文。
2019/1 - 2019/6
工研院巨量資訊科技中心 實習生
財團法人工業技術研究院
執行資料標記，並與廠商討論資料類別標記標準。
學歷
國立成功大學
工業與資訊管理 (GPA: 3.98/4.3)
修課：數理統計、多變量分析、賽局理論 (A+)、資料探勘 (A) 、機器學習 (A+)
論文： A Study on Estimating the Accuracies of Ensemble Models by Diversity Metrics
發表： Wong, T. T. and Chang, E. Y.. A Study on the Effectiveness of Diversity Metrics for Ensemble Algorithms. （ under review, Information Fusion）
2019/9 - 2021/7
國立清華大學
工學院學士班 化學工程、工業工程與工廠管理 (GPA: 3.2/4.3)
修課：線性代數 (A+) 、線性規劃 (A) 、實驗設計、品質管理、計算機程式語言 (A)
2014/9 - 2019/6
碩士論文
A Study on Estimating the Accuracies of Ensemble Models by Diversity Metrics
貢獻：提升演算法預測能力 (10%) 、減少組成模型數量。
- 以自定義權重修改自適應增強演算法，提升演算法預測能力 10% （以兩獨立樣本檢定判定顯著性）。
- 自定義多樣性測度監督集成學習，並在固定集成模型預測能力下，減少所需組成模型數量，減少運算成本。
概述：以組成模型對資料預測正確與否作為伯努利隨機變數，計算給定數量組成模型之各個伯努利隨機變數所構成隨機向量之機率質量函數，以此為根基建構能夠描述集成模型預測正確率、組成模型個別預測正確率、組成模型間多樣性之因子。其中，因子與充分統計量概念相近，蘊含描述前述三者之所需資訊。以下為主要研究成果：
- 證明多樣性測度無法監督集成學習（蘊含資訊量不足、自由度限制不足）。
- 給定多樣性測度幾何意義：高維空間中隨機向量於各個方向之投影。
- 提出測度修改機制，建立高穩健性集成模型，並使得集成模型多樣性與預測正確率之間關係顯著。
專案
2022/5 - 2022/5
以矩陣分解建構電影推薦系統（以 Python 開發）
以矩陣分解建構電影推薦推薦系統。
2022/4 - 2022/5
以梯度增強樹推薦信用卡消費類別／超大量資料搜尋（以 Python 開發）
透過資料特性將資料分割為 0.5 M 份子資料集合以減少搜索對象，並透過快速排序、雙指針、哈希表實現快速搜索。以 Light GBM 建構預測模型，以預測下個月特定商品顧客消費額前三名之商品。
2020/8 - 2021/6
自定義權重自適應提升集成模型（以 Python 開發）
以自定義權重調整組成模型參與集成之權重，提升集成模型演算法預測正確率、建構效率。並開發袋裝法、自適應提升、隨機森林，比較各個經典演算法與此演算法預測能力之差異。
2020/4 - 2020/6
廣義狄氏先驗貝氏分類器預測肺臟疾病（以 C 語言開發）
以廣義狄氏分配描述 p(X) 、多項分配描述 p(y|X) ，進而透過共軛關係推算出 p(X|y) 所服從之分配，並以期望值估計其數值，進而提升樸素貝式分類器表現。
以 k-fold 架構透過統計檢定進行演算法效能評估、比較，挑選適當參數得到效能最佳之參數設定。
2019/12 - 2020/1
以 K 近鄰演算法預測乳腺癌（以 Basic 語言開發）
以徑向基函數衡量相似性並作為基本模型預測結果權重，以預測給定特徵之病人其乳腺癌之良、惡性。
技能
程式語言
C
Python
Visual Basic
套件
Numpy, Pandas, Matplotlib
Scikit-Learn
TensorFlow
軟體
MATLAB
Minitab
SPSS
EXCEL
語言
Mandarin Chinese
Traditional Chinese
English
社團經歷
2015/6 - 2016/5
吉他社社長 • 國立清華大學
1. 舉辦吉他╳鋼琴╳飲品社聯合成果發表、與國立新竹教育大學舉辦聯合迎新活動。
2. 策劃夜間教育，包含文案創作、活動內容發想、解謎影片拍攝、剪接與後製。
3. 撰寫吉他營營歌。
4. 社區、學生酒吧、商業酒吧駐唱。
2014/9 - 2015/1
懷幼社社員 • 國立清華大學
於偏遠地區為弱勢學生進行課後輔導、日常照料。