Tom Lin personal email
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I am proud of what I accomplished,1. Dating back in my master program, I had already been working on database marketing, and won first prize on SAS Data Science competition.2. ML: I assisted a startup in improving their recommendation system, and with retrospective evaluation, the algorithm doubles the user click rate.3. DE: I was the first member in building up the data team in MDF, and initiated the project to integrate disparate data across divisions and history. Following with that, replacing old excel reports with Tableau dashboards. Since then, those reports are no longer needed to be maintained manually.4. DA: I come up with the idea of integrating the US census data into our internal database, mapping them with our historical orders to calculate the market penetration rate down to each county. It provides guidance on how to reallocate our sales force across the State, and regional marketing budget.5. DL: The product of concept(POC) of mask detector I built was optimized, so that it’s light-weighted enough to be installed in mini computing chip. These then can be deployed in large scale cheaply, such as at the hallway entrance in hotels or banks.6. I am so passionate in knowledge sharing and being a supportive member in the team, wining the hearts of my boss, my colleagues, and even the students when I was the school teaching assistance(TA). Reference check to be provided if needed.I’ve attached my blog and GitHub on projects I did. Welcome to check them out. I spent quite an effort in building up those articles, so that readers can be benefited from them. I’d be very happy to hear that those articles and sharing I made has helped you out even in the tiniest matter. Cheers.
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Data AnalystGrindr Jun 2022 - Jan 2023Taipei, Taipei City, Taiwan1. 巨量用戶行為資料分析:包含客戶存留分析、轉換率、互動強度、離群/極端⾏為分析2. Data Model 設計:包含資料欄位定義,串接API資料,並且進⾏資料ETL3. BI 工具維護:建構與維護Looker Model1. User behavior analysis on large data scale: Topics include customer churn analysis, conversion, interaction, outlier detection etc.2. Data model design: Table definition, API data pull, and data ETL.3. BI tool maintenance: Develop and maintain Looker Model. -
Ai EngineerKla(Dispatched By Quest Global) May 2021 - May 2022Taichung City, Taiwan1. 協助半導體客戶建置深度學習瑕疪檢測模型,工作細項包含:專案規劃、資料前處理、模型調參與成效驗證1. Develop and deploy DL defect detection model for clients in semi-conductor industries. Responsibilities include: project planning, data preprocessing, model fine-tuning and validation.
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Ai EngineerTaiwan Ai Academy Dec 2019 - Apr 2021Taipei, Taiwan1. 邊緣計算專案實作:著重在以Intel OpenVINO為框架的電腦視覺應用2. 對外公開的AI理論與程式碼教學與演講3. 輔導課程學員專題:- 以攝像頭偵測地鐵車廂人潮擁擠度(應用SSIM技巧)- 以攝像頭像素切割技巧,判斷停車場的空閒停車格位置- 以tree-based的模型,進行手機維修預測- 以BERT transformer模型,建構針對客服案件文本,進行分類與轉發1. Hands-on project on Edge Computing: Focus on computer vision model via Intel OpenVINO.2. Hand-on tutoring/speech of AI techniques for public and private audience.3. Assist in Student Projects:- Estimate crowdedness in subway car using traditional computer vision trick(SSIM).- Estimate loading in parking lot using instance segmentation skill.- Smart phone repair forecasting by tree-based model.- Customer inquiry classification and auto-forwarding using BERT transformer. -
Sem Data AnalystTrivago Feb 2018 - Jun 2018Düsseldorf, North Rhine-Westphalia, Germany1. 大數據用戶行為分析,資料ETL與BI工具維護1. User behavior analysis on large data scale, data ETL, and BI tool maintenance. -
Data EngineerMdf Instruments Usa Apr 2017 - Dec 2017Taipei City, Taiwan1. 線上資料流串接:建構線上資料整合的ETL執行腳本,連接Amazon, Adwords, Facebook的API,抓取資料,並且回傳至公司內部資料庫2. Data Model設計:公司CRM資料庫的data schema3. 數據分析:製作產品銷售、客戶偏好、市場佔有率報告與視覺化1. Data ingestion and integration: Build up automatic sales/online traffic data update and integration from different platforms (including API on Amazon Ads, Adwords, Facebook).2. Data model design: Design database schema structure for CRM.3. Analysis: Conduct ad-hoc business analysis on market penetration, user preference and visualization. -
Product ManagerCathay United Bank Nov 2015 - Mar 2017Taipei City, Taiwan1. 產品促銷案設計與執行,並且針對產品優化,舉辦焦點訪談,問卷調查1. Design marketing campaign and host focus group, questionnaire survey for product revision.
Tom Lin Skills
Tom Lin Education Details
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Business, Management, Marketing, And Related Support Services -
Economics
Frequently Asked Questions about Tom Lin
What is Tom Lin's role at the current company?
Tom Lin's current role is Data Analyst.
What is Tom Lin's email address?
Tom Lin's email address is th****@****ail.com
What schools did Tom Lin attend?
Tom Lin attended National Taiwan University, National Taiwan University.
What skills is Tom Lin known for?
Tom Lin has skills like Scikit Learn, R, Data Science, Openvino, Reinforcement Learning, Gensim, Data Analysis, Tensorflow, Keras, Airflow, Load, Market Research.
Not the Tom Lin you were looking for?
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Tom Lin
Strategist | Innovator | Digital Transformer | Value Creator For Industry Convergence & TransformationsNew Taipei City2yahoo.com, ubitus.net -
3med.usyd.edu.au, linbioscience.com, belitebio.com
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1gmail.com
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