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Avatar of John Francis Mansos.
Avatar of John Francis Mansos.
Systems Engineer II @Equicom Solutions, Inc.
2020 ~ 2024
IT Support, Software, Research, Remote Sensing
Within one month
John Francis Mansos Currently taking Masters of Science Program in Remote Sensing Science and Technology Former Data Science/Systems Engineer Former Embedded Systems/Web Engineer 219 Jianxing Rd., Zhongli District, Taoyuan City, [email protected] https://www.linkedin.com/in/francismansos/ 工作經歷 NovemberAugust 2024 Makati City, Philippines Systems Engineer II Equicom Solutions, Inc. Work focused on Robotic Process Automation and Data Science projects. Projects include updating and maintaining databases in MS SQL/PostgreSQL and dashboards using Sisense Analytics. DecemberOctober 2018 Makati
Microsoft Office
SQL
Databases
Studying
Ready to interview
Philippines
Part-time / Interested in working remotely
6-10 years
國立中央大學 National Central University
Remote Sensing Science and Technology
Avatar of 梁民志 Renaldi.
Avatar of 梁民志 Renaldi.
AI Application Engineer @Crypto-Arsenal(奇策智能雲端股份有限公司)
2024 ~ 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 one month
Board (FOB) value to 0.03% in 4 months - Implemented continuous Lean, 6S, Kaizen, JIT, ERCS, and Automation system in Production to eliminate waste and streamline production flow - Awarded 5 monthly and 2 semiannual Kaizen awards focusing on cost reduction and process efficiency DecemberAugust 2021 Taipei, Taiwan Research Assistant 工研院 (ITRI) ITRI is one of Taiwan’s leading research institutions. Worked in the ISTI (Industry, Science, and Technology International Strategy Center - 產科國際所) office of ITRI. Researching the economy, industry, and policy of Indonesia. - Major Projects: Omnibus La...
Python
Data Science
Machine Learning
Studying
Ready to interview
Taiwan
Intern / Interested in working remotely
4-6 years
國立清華大學
資訊工程
Avatar of 邱義塵.
Avatar of 邱義塵.
Past
Data Engineer @Rooit Inc. (XO App)
2023 ~ 2023
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 one month
/對戰 遊戲測試 - 統整和回報專案和測試進程 - 自動下注驗證RTP分布機率是否正常 - 協助計算遊戲機率和賭場優勢 Rooit inc., Data Engineer, Jan 2023 ~ Oct 2023 Python/MongoDB/Business Analysis/Data Analysis/Bigquery/Redis/Tableau/Neo4J/Flask - 利用Python爬取大陸論壇的人物照片擷取可用5000張圖片進行推
Python
Data Analysis
Data Science
Unemployed
Ready to interview
Taiwan
Full-time / Interested in working remotely
6-10 years
中國醫藥大學(China Medical University)
臨床醫學研究所
Avatar of the user.
Avatar of the user.
襄理(內勤) @國泰人壽保險股份有限公司
2021 ~ Present
Data Engineer 數據工程師 / Data Analyst 數據分析師 / Infra Engineer 架構工程師 / Consultant 顧問 / DBA 資料庫管理員
Within one month
Project Management
Project Planning
Proposal Writing
Employed
Ready to interview
Taiwan
Full-time / Interested in working remotely
6-10 years
ESC Rennes School of Business
Digital Marketing and Communication
Avatar of the user.
Avatar of the user.
Software Developer @Micron Technology
2021 ~ Present
Software engineer
Within one month
IELTS
C++ Language
MongoDB
Employed
Ready to interview
Taiwan・United Kingdom
Full-time / Interested in working remotely
4-6 years
Queen Mary University of London
Computer Science
Avatar of the user.
Avatar of the user.
Past
資料分析師 @玉山銀行
2022 ~ 2024
軟體工程師
Within one month
Word
MySQL
Excel
Unemployed
Ready to interview
Taiwan
Full-time / Interested in working remotely
4-6 years
淡江大學(Tamkang University)
數學系-資料科學與數理統計組
Avatar of 史其生.
Avatar of 史其生.
Cybersecurity and cloud Architect @ewell tech
2024 ~ Present
Software Engineer
Within one month
ubuntu charmed kubernetes for Government virtualization system case DevOps Manager • ewell tech 二月四月established total CI/CD, openstack for Taiwan Insurance institute (www.tii.org.tw) 2.familiar with sonarqube and checkmarx(In Taipei Songshan Airport project CVE scan) SRE team and Data Science team lead • CLICKFORCE 域動行銷 十二月二月Migrate core server from VM to EKS 2. Migrate EMR and BIGQUERY to databricks IaaS 3. Integrated Jenkins with current environment 4. Install and optimized Kube-prometheus-stack and ELK in AWS EKS
Employed
Ready to interview
Taiwan
Full-time / Interested in working remotely
10-15 years
Soochow University
Theoretical and Mathematical Physics
Avatar of moh yanni fikri.
Avatar of moh yanni fikri.
Past
Electrical Maintenance @PT. Pabrik Kertas Tjiwi Kimia Tbk.
2021 ~ 2023
Engineer
Within one month
Moh Yanni Fikri Indonesia || [email protected] | linkedin : Moh Yanni Fikri Experienced as Electrical and Control Engineer with some competencies. I am responsible for maintaining and repairing electrical equipment. Responsible for managing and monitoring PPTP/Jobs received by the MPS (Maintenance, Planning, and Services) division, ensuring each job is registered and its status is verified to ensure smooth operations and efficiency. Overseeing the updating of critical equipment and facilities lists, including ball valves, gate valves, lighting systems, and more, in both field and office areas to maintain operational continuity and workplace safety
Data Science
Python
Machine Learning
Unemployed
Ready to interview
Indonesia
Full-time / Not interested in working remotely
4-6 years
Politeknik Perkapalan Negeri Surabaya
Automation Engineering
Avatar of 陳政陽.
Avatar of 陳政陽.
AI/ML Engineer @緯創資通
2020 ~ 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 three months
Main courses: Machine learning, Statistics AugJunNational University of Kaohsiung B.S. Industrial Management Main courses: Statistics, Quality management, Production management JulJunSKILLS Computer Vision Image Classification Image Segmentation Object Detection Anomaly Detection Text Recognition Image Caption Image Preprocessing Generative AI Unconditional Generation Text-to-Image Image-to-Image LLM Data Science EDA Data Cleaning Statistical Analysis Machine Learning Tools & Frameworks Python Git / GitHub / GitLab Docker Linux TensorFlow PyTorch Scikit-learn HuggingFace PROJECTS MRT Drone Inspection Apply drones with AI techniques in MRT tunnel, platform and bridge to improve the efficiency of inspection. Reducing inspection time by
Computer Science
Computer Vision
Data Science
Employed
Ready to interview
Taiwan
Full-time / Interested in working remotely
4-6 years
National Cheng Kung University
Industrial and Information Management
Avatar of Sunny weng.
Offline
Avatar of Sunny weng.
Offline
R&D Sr.Data Scientist @Delta Electronics (台達電子)
2024 ~ 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 one month
Sunny Weng Data Scientist @ Delta electronics Taipei, Taiwan [email protected] mCultivated with statistics and optimization background. 2+ year integration experience of semiconductor process. 5+ year experience in EDA and AI analysis, Strong problem solving ability by data mining skill under great pressure. Experience in management as team leader with Great communication skills to cooperate cross cultural teams. I learn things fast in diversified areas and propose solutions by leveraging in-depth domain knowledge with data science. GitHub , Linkedin Skills & Toolkits Data Lake/Warehousing : Python, SQL server, MySQL, Java
Python
Java
SQL
Employed
Ready to interview
Taiwan
Full-time / Interested in working remotely
4-6 years
National Taiwan University
Eletronics Engineering

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Sr. Data scientist
Logo of Delta Electronics (台達電子).
Delta Electronics (台達電子)
2024 ~ Present
Taipei City, Taiwan
台灣
Professional Background
Current status
Employed
Job Search Progress
Ready to interview
Professions
Data Scientist, Semiconductor Engineering
Fields of Employment
Artificial Intelligence / Machine Learning, Big Data, Semiconductor
Work experience
4-6 years
Management
I've had experience in managing 1-5 people
Skills
Python
Java
SQL
Hadoop Ecosystem
R
Tableau
JMP PRO
TensorFlow
PyTorch
Sklearn
Spark
Docker
IPQC檢驗規格制訂
Lean 6 Sigma
LLM
Languages
English
Professional
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
Taiwan, Taichung City, North District, 台中, Taipei, 台灣
Remote
Interested in working remotely
Freelance
Yes, I freelance in my spare time
Educations
School
National Taiwan University
Major
Eletronics Engineering
Print

Sunny Weng

Data Scientist @ Delta electronics 

Taipei, Taiwan
[email protected]m

+886 0921756143

Cultivated with statistics and optimization background. 2+ year integration experience of semiconductor process. 5+ year experience in EDA and AI analysis, Strong problem solving ability by data mining skill under great pressure. Experience in management as team leader with Great communication skills to cooperate cross cultural teams. I learn things fast in diversified areas and propose solutions by leveraging in-depth domain knowledge with data science.

GitHub, Linkedin

Skills & Toolkits

Data Lake/Warehousing: Python, SQL server, MySQL, Java

Machine/Deep Learning: Scikit learn, Tensorflow, Pytorch, OpenCV, SciPy, Hugging Face API

API Services: Flask, Django


Data Visualization: Tableau, jmp pro 16(SAS)

Cloud Services: Azure, GCP

System : Linux, Spark, Docker

Work Experience

華新麗華總部  •  AI 資料科學家

03/2023 - now

Digital Information Platform Development 

Project Management (PM): 

  • Led the design and planning of management dashboards, overseeing everything from requirement gathering to business process optimization.
  • Established enterprise data governance and metric standards.

System Analysis (SA/SD): 

  • Designed and implemented an integrated lakehouse architecture, incorporating Databricks' bronze-silver-gold database framework. 
  • Automated ETL architecture via M365 and Azure Data Factory, with data visualization in PowerBI.

Programming (PG):

  • Developed Python APIs and Data Mart databases, integrating multiple data sources. 
  • Implemented Python monitoring modules, using SPC quality management and Pandas, Scipy for statistical analysis to identify and address anomalous data.
  • Control code quality w/ git and azure devOps for project versioning.

Core Project Experience

Internal Knowledge Management Bot: 

  • Developed an Azure OpenAI GPT-4-based generative chatbot (RAG) for technical document retrieval and Q&A in the R&D department.
  • Integrated health insurance databases and corporate regulations to develop a claims Q&A bot, utilizing Elastic Search for efficient document retrieval.

Stainless Steel Process Factor Analysis:

  • Enhanced computational efficiency by 80% using Azure Databricks and Data Factory. Managed model lifecycle with MLflow, established CI/CD processes and conducted significant feature analysis for production yield optimization.

Stainless Steel Business Forecasting AI Prediction:

  • Implemented Python web scrapers for economic data integration with MES and ERP systems for customer behavior analysis. 
  • Applied NLP for CRM data modeling, using K-means and GBDTXGboost for customer segmentation and sales prediction, achieving over 70% accuracy (baseline~30%).
  • Pioneered the integration of PyTorch and HuggingFace's Large Language Model (LLM) to embed unstructured data from CRM systems. approach to enhance feature engineering and processes to optimize the regression model.

PowerBI Promotion Plan:

  • Recognized as a top 10 instructor in 2023 for teaching dashboard information structuring and UI/UX design
  • Provided cross-departmental dashboard system design consultations, aiding in the establishment of effective automated information flows and problem-solving solutions.


Big Data 巨量資料分析  •  資策會數位教育研究所

08/2022 - 01/2023

Automatically web crawler (Python, Selenium, BeautifulSoup, Regex, mySQL)

  • Raw data extraction and overcome anti-crawler issues w/ 104.com, Medium, Ptt, Dcard.
  • ETL for hybrid data among text, categorical and numerical type to establish the data warehouse.

Data-driven intelligence deliverables (Sklearn, Tensorflow, Pytorch, Hadoop, Spark)

  • Familiar with EDA(Exploratory data analysis) in the semiconductor field based on strong statistical methods and data sense.
  • Conduct the highly readable Tableau dashboards to visualize 600K rows of data to find out the potential influence factor.
  • Ability to design important features and PCA technology to improve model complexity and performance, which decrease feature number 30%.

Machine learning (Regression, Decision Tree, PCA, Bagging and Boosting)

  • Apply blending with Xgboost&NN in regression and achieve r square to 89%, RMSE to 6000+ for 104.com salary prediction.
  • Explained Al model(XAl) by feature important and Shapley value to interpret the model behavior.
  • Ability to Design simulation & parameter tuning experiments by Cross-Validation and Grid Search to optimize model performance.
  • NLP tech applies b/w TF-IDF analysis and word2vec via optimized jieba/NLTK for text modeling.
  • NLP tech w/ roBERTa model sentiment analysis based on 700K comments and partial hands labeling on work stage in PTT/Dcard which F1 score reach to 89.4%.

Deep Learning (ANN, CNN, RNN, LSTM, ensemble modeling)

  • Experience in conducting experiments in various settings of datasets and model hyperparameters, and comparing the performance of experiment results with DNN and CNN model.
  • Develop specific algorithms and neural network ensemble models for text data by tensorflow and Pytorch.
  • Conv1D textCNN via skip-gram and CBOW W2V transform from 104.com work content and combined DNN model to predict salary which RMSE val-loss reach to 11000+.

Project

  • 資訊業職缺 - AI推薦系統


CVD Process Engineer  •  Winbond Electron Corporation

05/2021 - 08/2022

AMAT GT/GT3 tool owner:

  • Responsibilities for maintenance inline quality in DRAM 28nm tech node for IMD, PMD, PD, and HM layer, which mainly include SIO, SIN, SION filmAlso achieved PRD and collaborated with vendor site to complete acceptance test for KH factory in early stage.
  • Experience in project management for NPW recycling, Originated DOE and optimized recipe structure to reduce overall NPW usage cost and reduce cycle time by 80%.

Process Integration Engineer  •  Micron Technology, Inc.

04/2019 - 03/2021

NPI 140s DRAM FEOL loop owner:

  • Evaluation of STI process flow simplification in FEOL and design, execution, and analysis experiments by coordinating with Taichung site PIE and Module teams to improve yield and quality.
  • Offload system verification and compare inline SPEC to verify Cp/Cpk performance and diagnose process health between Taichung and Taoyuan on 140s new production introduction process for Max-out policy.

Mature 100/110s DRAM CELL loop owner :

  • Improved probe yield by 10% for cell slanting through DOE by Dry Etch and 193nm photolithography to optimize SEM CD & OVL and redesigned process flow to modify THK in multi-layer which include CVD and CMP layer.
  • Assigned side project owner in spin-on carbon (SOC) cost downfield as hard mask evaluation, successfully controlled overall project schedule and dramatically saved $NT 20M in process
  • Overcome Final Test burning issue which toggles to Q-time and makes yield lower than 20%, eventually awarded in Micron Taiwan Technical Seminar competition.

Education

National Taiwan University

MS. Electrical, Electronics Engineering Technologies

2016/9 - 2019/1

Skills

  • Business Analysis

  • Cloud AI Technologies 

  • Digital Transformation Leadership

  • Data Lake Architecture

  • Project Management

  • Nature Language Process

Contact:

☑E-mail:
[email protected]

☑Cell phone:
0921756143

Resume
Profile

Sunny Weng

Data Scientist @ Delta electronics 

Taipei, Taiwan
[email protected]m

+886 0921756143

Cultivated with statistics and optimization background. 2+ year integration experience of semiconductor process. 5+ year experience in EDA and AI analysis, Strong problem solving ability by data mining skill under great pressure. Experience in management as team leader with Great communication skills to cooperate cross cultural teams. I learn things fast in diversified areas and propose solutions by leveraging in-depth domain knowledge with data science.

GitHub, Linkedin

Skills & Toolkits

Data Lake/Warehousing: Python, SQL server, MySQL, Java

Machine/Deep Learning: Scikit learn, Tensorflow, Pytorch, OpenCV, SciPy, Hugging Face API

API Services: Flask, Django


Data Visualization: Tableau, jmp pro 16(SAS)

Cloud Services: Azure, GCP

System : Linux, Spark, Docker

Work Experience

華新麗華總部  •  AI 資料科學家

03/2023 - now

Digital Information Platform Development 

Project Management (PM): 

  • Led the design and planning of management dashboards, overseeing everything from requirement gathering to business process optimization.
  • Established enterprise data governance and metric standards.

System Analysis (SA/SD): 

  • Designed and implemented an integrated lakehouse architecture, incorporating Databricks' bronze-silver-gold database framework. 
  • Automated ETL architecture via M365 and Azure Data Factory, with data visualization in PowerBI.

Programming (PG):

  • Developed Python APIs and Data Mart databases, integrating multiple data sources. 
  • Implemented Python monitoring modules, using SPC quality management and Pandas, Scipy for statistical analysis to identify and address anomalous data.
  • Control code quality w/ git and azure devOps for project versioning.

Core Project Experience

Internal Knowledge Management Bot: 

  • Developed an Azure OpenAI GPT-4-based generative chatbot (RAG) for technical document retrieval and Q&A in the R&D department.
  • Integrated health insurance databases and corporate regulations to develop a claims Q&A bot, utilizing Elastic Search for efficient document retrieval.

Stainless Steel Process Factor Analysis:

  • Enhanced computational efficiency by 80% using Azure Databricks and Data Factory. Managed model lifecycle with MLflow, established CI/CD processes and conducted significant feature analysis for production yield optimization.

Stainless Steel Business Forecasting AI Prediction:

  • Implemented Python web scrapers for economic data integration with MES and ERP systems for customer behavior analysis. 
  • Applied NLP for CRM data modeling, using K-means and GBDTXGboost for customer segmentation and sales prediction, achieving over 70% accuracy (baseline~30%).
  • Pioneered the integration of PyTorch and HuggingFace's Large Language Model (LLM) to embed unstructured data from CRM systems. approach to enhance feature engineering and processes to optimize the regression model.

PowerBI Promotion Plan:

  • Recognized as a top 10 instructor in 2023 for teaching dashboard information structuring and UI/UX design
  • Provided cross-departmental dashboard system design consultations, aiding in the establishment of effective automated information flows and problem-solving solutions.


Big Data 巨量資料分析  •  資策會數位教育研究所

08/2022 - 01/2023

Automatically web crawler (Python, Selenium, BeautifulSoup, Regex, mySQL)

  • Raw data extraction and overcome anti-crawler issues w/ 104.com, Medium, Ptt, Dcard.
  • ETL for hybrid data among text, categorical and numerical type to establish the data warehouse.

Data-driven intelligence deliverables (Sklearn, Tensorflow, Pytorch, Hadoop, Spark)

  • Familiar with EDA(Exploratory data analysis) in the semiconductor field based on strong statistical methods and data sense.
  • Conduct the highly readable Tableau dashboards to visualize 600K rows of data to find out the potential influence factor.
  • Ability to design important features and PCA technology to improve model complexity and performance, which decrease feature number 30%.

Machine learning (Regression, Decision Tree, PCA, Bagging and Boosting)

  • Apply blending with Xgboost&NN in regression and achieve r square to 89%, RMSE to 6000+ for 104.com salary prediction.
  • Explained Al model(XAl) by feature important and Shapley value to interpret the model behavior.
  • Ability to Design simulation & parameter tuning experiments by Cross-Validation and Grid Search to optimize model performance.
  • NLP tech applies b/w TF-IDF analysis and word2vec via optimized jieba/NLTK for text modeling.
  • NLP tech w/ roBERTa model sentiment analysis based on 700K comments and partial hands labeling on work stage in PTT/Dcard which F1 score reach to 89.4%.

Deep Learning (ANN, CNN, RNN, LSTM, ensemble modeling)

  • Experience in conducting experiments in various settings of datasets and model hyperparameters, and comparing the performance of experiment results with DNN and CNN model.
  • Develop specific algorithms and neural network ensemble models for text data by tensorflow and Pytorch.
  • Conv1D textCNN via skip-gram and CBOW W2V transform from 104.com work content and combined DNN model to predict salary which RMSE val-loss reach to 11000+.

Project

  • 資訊業職缺 - AI推薦系統


CVD Process Engineer  •  Winbond Electron Corporation

05/2021 - 08/2022

AMAT GT/GT3 tool owner:

  • Responsibilities for maintenance inline quality in DRAM 28nm tech node for IMD, PMD, PD, and HM layer, which mainly include SIO, SIN, SION filmAlso achieved PRD and collaborated with vendor site to complete acceptance test for KH factory in early stage.
  • Experience in project management for NPW recycling, Originated DOE and optimized recipe structure to reduce overall NPW usage cost and reduce cycle time by 80%.

Process Integration Engineer  •  Micron Technology, Inc.

04/2019 - 03/2021

NPI 140s DRAM FEOL loop owner:

  • Evaluation of STI process flow simplification in FEOL and design, execution, and analysis experiments by coordinating with Taichung site PIE and Module teams to improve yield and quality.
  • Offload system verification and compare inline SPEC to verify Cp/Cpk performance and diagnose process health between Taichung and Taoyuan on 140s new production introduction process for Max-out policy.

Mature 100/110s DRAM CELL loop owner :

  • Improved probe yield by 10% for cell slanting through DOE by Dry Etch and 193nm photolithography to optimize SEM CD & OVL and redesigned process flow to modify THK in multi-layer which include CVD and CMP layer.
  • Assigned side project owner in spin-on carbon (SOC) cost downfield as hard mask evaluation, successfully controlled overall project schedule and dramatically saved $NT 20M in process
  • Overcome Final Test burning issue which toggles to Q-time and makes yield lower than 20%, eventually awarded in Micron Taiwan Technical Seminar competition.

Education

National Taiwan University

MS. Electrical, Electronics Engineering Technologies

2016/9 - 2019/1

Skills

  • Business Analysis

  • Cloud AI Technologies 

  • Digital Transformation Leadership

  • Data Lake Architecture

  • Project Management

  • Nature Language Process

Contact:

☑E-mail:
[email protected]

☑Cell phone:
0921756143