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6-10 years
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More than 15 years
全端工程師 @中冠資訊股份有限公司2021 ~ Present
・
網站後端工程師
Within one month
2017 ~ Sep 2018 實驗室要導入時間序列相關深度學習之先導研究，題目為自然語言處理，利用tensorflow搭建NLP語言模型 (1) 文本分類：利用RNN與CNN進行文本分類。 (2) Word to vector：文字向量轉化 (3) 文本摘要總結：利用sequence to sequence模型架構，輸入經由encoder壓縮，再經由decoder解碼進行
Employed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
清華大學 National Tsing Hua University
・
核子工程 nuclear engineering
專業副理 @元大銀行2023 ~ Present
・
PM/產品經理/專案經理/商業分析師/決策分析師
Within one month
術，研究華語文線上寫作中的偏誤問題，利用自習與進修類神經網路演算法與自然語言處理 ( 其中包括類神經網路演算法 RNN 、 word2Vec 、 CRF 、 k-means 分類法等技術 ) 實現 NLP 在ＡＩ學習與資料分析上的應用。核心功能在線上教學平台即時判斷線上學習者所撰寫
Employed
・
Open to opportunities
Full-time / Interested in working remotely
4-6 years
國立台灣師範大學 National Taiwan Normal University
・
教育心理與輔導學系測驗科技組博士班
助理工程師 @行政法人國家資通安全研究院2023 ~ Present
・
滲透測試、資訊安全、系統開發、程式設計
Within one month
美國參訪Defcon國際資安研討會。 技能 Skills Programming C語言 / C++ Python VB Powershell Cyber Security 滲透測試 (KALI) Metasploit Burp Suite Nmap Hydra 惡意程式逆向分析 IDA pro Ghidra GDB x64-Debugger Dnspy 事件處理 威脅情資 封包分析 WiresharK Android APP逆向工程 Jadx 模糊測試 AFL++ Language Chinese English TOEIC 635 AI Scikit-learn Tensorflow Keras CNN RNN Attention Office Word PowerPoint Excel Other Photoshop PowerDirector
Employed
・
Open to opportunities
Full-time / Interested in working remotely
4-6 years
國立臺北科技大學NTUT
・
自動化工程研究所
Software Developer @ZeroLogix2022 ~ Present
・
前端工程師 Front-End Developer
Within one month
練資料來源。另外也想研究影集與字幕，這類較容易取的但是雜亂的資料是否適用於機器學期訓練。使用CNN提取影像特徵，RNN提取對話的內容並產生回應的句子。 國立中山大學資訊管理學系，2013 年 8 月年 6 月 畢業專題: Waitbot 使用智慧型手機結合機
Employed
・
Open to opportunities
Full-time / Interested in working remotely
4-6 years
國立中山大學-資管系
・
資訊管理
Data Engineer @MediaTek Inc.2019 ~ Present
・
Senior Software Engineer
Within one month
Employed
・
Open to opportunities
Full-time / Interested in working remotely
6-10 years
National Tsing Hua University
・
Data Mining, Database System
Engineering Manager @Viscovery 創意引晴股份有限公司2018 ~ Present
・
Within one month
and its tags, and could predict solely with image in future testing phase. Under Graduate Research Assistant, SepAug 2014 Speech Processing Laboratory, NTU Researched in Deep Neural Network and Probabilistic Graphical Model, including Recurrent Neural Network and Regularized Mixture Model Surveyed various word embedding method, including Recurrent Neural Network (RNN), word2vec, paragraph vector. Working Experience Intern, JulDec 2014 Phalanx Biotech Develop machine learning solutions for cancer gene detection and TSMC semiconductor quality prediction. Intern, JulAug 2013 Solid State System Assisted in CMOS MEMs microphone product development including proto-type simulation, fabrication/packaging process, defect analysis and
Employed
・
Open to opportunities
Full-time / Interested in working remotely
4-6 years
國立台灣大學
・
Electrical Engineering
工程師 @永豐金證券2018 ~ Present
・
Python Developer, Rust Developer, BigData Engineer
Within one year
generative-design)與算圖工作。 Education 國立東華大學 藝術創意產業學系Skills Python Numpy / Pandas / Polars Celery FastAPI Visualization Rust Tauri Poem Tokio Polars CICD Docker Docker-compose K8S Gitlab CI Github Action Deep Learning CNN / RNN / GNN Reinforcement Learning Tensorflow Pytorch Keras Other Language Rust javascript Swift C / C++ Dart Design Photoshop illustrator After Effects Cinema 4D 3D Modeling / Rendering Generative Design Side Project TradingGym more 這個專案啟發於openai的gym，gym是一個
Employed
Full-time / Interested in working remotely
4-6 years
國立東華大學 | National Dong Hwa University
・
Arts and Creative IndustriesFull-time / Interested in working remotely
6-10 years
國立台北大學
・
統計研發工程師 @中國醫藥大學附設醫院 - 人工智慧醫學診斷中心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
Employed
Full-time / Interested in working remotely
6-10 years
國立臺灣大學(博士肄業)
・
資訊工程學系
Offline
Offline
ML / Data Engineer
Within one year
NLP: Gensim, Jieba, BERT Visualization: pyplot, ggplot2 Similarity Search: Faiss Workflow: Airflow Cloud: GCP BigQuery, GAE, GCE, GCS, Dataproc, Dataflow, Data Studio DB: MySQL, PostgreSQL Search Engine: ElasticSearch Distributed Computing: pyspark Docker Domain Knowledge Machine Learning: SVM, Logistic Regression, Random Forest, GBM,...etc. Deep Learning: CNN, RNN, LSTM, Transformer, BERT, Word Embedding, Object Detection, Reinforcement Learning, ...etc. Mobile Protocols: GPRS/WCDMA/HSPA, TCP/IP Education National Chiao Tung University, Taiwan，SepOctM.S. in Computer Science and Engineering National Chiao Tung University, Taiwan，SepJunB.S. in
Full-time / Not interested in working remotely
6-10 years
交通大學
・
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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
Job Search Progress
Professions
Data Engineer
Fields of Employment
Work experience
6-10 years
Management
Skills
Languages
Job search preferences
Positions
ML / Data Engineer
Job types
Full-time
Locations
Remote
Not interested in working remotely
Freelance
Educations
School
Major
Summary
- Software engineer with 8+ years' experiences in mobile protocol stack, middleware and apps development in C.
- ML engineer with 3+ years' experiences in NLP, Computer Vision, recommendation system.
- Passionate about machine learning, data mining, NLP, Computer Vision and big data analytics.
Skills
Programming Languages
- C/C++
- Python
- SQL
- R
- Swift
- Java
Data Engineering / Machine Learning Tools
- Scikit-Learn, Numpy, Pandas
- Tensorflow, Keras, Pytorch
- NLP: Gensim, Jieba, BERT
- Visualization: pyplot, ggplot2
- Similarity Search: Faiss
- Workflow: Airflow
- Cloud: GCP BigQuery, GAE, GCE, GCS, Dataproc, Dataflow, Data Studio
- DB: MySQL, PostgreSQL
- Search Engine: ElasticSearch
- Distributed Computing: pyspark
- Docker
Domain Knowledge
- Machine Learning: SVM, Logistic Regression, Random Forest, GBM,...etc.
- Deep Learning: CNN, RNN, LSTM, Transformer, BERT, Word Embedding, Object Detection, Reinforcement Learning, ...etc.
- Mobile Protocols: GPRS/WCDMA/HSPA, TCP/IP
Education
National Chiao Tung University, Taiwan，Sep. 2003 - Oct. 2005
M.S. in Computer Science and Engineering
National Chiao Tung University, Taiwan，Sep. 1999 - Jun. 2003
B.S. in Computer Science and Engineering
Experiences
ML Engineer，May. 2022 – Present
RevoVision, Taiwan
- Spam and profanity filter for online casino chat rooms
- compared with the original design, the mistaken deletion rate is reduced by 20% ~ 30%
- Automatic user nickname change audit system
- accuracy: about 98%
- Dealer Photo Cropping Tool
- automatically generate thumbnails that can be used as game room dealer headshots
- automatically horizontally flip the thumbnails to make each dealer face the same direction in the photo
- save manpower and time required for manual cropping
- Assist in risk analysis of various online casino games
Senior Algorithm Engineer，Jun. 2018 – Aug. 2020
PIXNET, Taiwan
- Adopt BERT to Implement auto reply feature for customer service department
- Implemented search by Image service
- one can search similar images and related BLOG articles in PIXNET with a photo
- Word suggestion API for PIXNET bloggers
- will provide recent hot keywords or names of POIs for bloggers to add hashtags according to what they type
- Algorithms implementation to recommend hot related articles
- 4%~8% CTR improvement
- Voice check-in system for PIXNET HACKATHON 2018
- Photo Style Transfer for PIXNET Social Summit 2019
Postgraduate，Jan. 2018 – Apr. 2018
Taiwan AI Academy, Taiwan
- This bootcamp covers traditional ML and Deep Learning technologies.
- Programming Language: Python / R
- Final Project: Photo Teller - Image Caption
- http://www.phototeller.ml/
- Merit Award of Final Project Presentation of Taiwan AI Academy
- Adopt CNN to extract image features, and attention model to help LSTM language model generate captions
- Implement in Tensorflow(main model) and Keras(image feature extraction)
- Competition: T-brain file agnostic malware detection
- https://tbrain.trendmicro.com.tw/Competitions/Details/1
- rank 20% in competition, AUC 0.924134
- Adopt XGBoost with GridSearch to perform logistic regression and predict if a file is a malware
Principal Software Engineer，Sep. 2012 – Mar. 2015
MediaTek, Taiwan
- Responsible for 3G L2 Network Protocols software maintenance
- Implemented L2 RLC/BMC part for dual SIM/dual standby projects
Senior Software Engineer，May. 2007 - Sep. 2012
MStar Semiconductor, Taiwan
- Responsible for 2.5G L2/L3 Data Plane Network Protocols
- Designed and modified the MStar proprietary TCP/IP and DCHP to support Wi-Fi feature
- Developed new data delivery mechanism to enhance data throughput of Wi-Fi. Throughput raised by 50% and MIPS consumption reduced by 40%
- Supported the multimedia team for the Tudou HTTP/RTSP video streaming app (www.mstarsemi.com/tw/news.php#64)
Software Engineer，Feb. 2006 - Apr. 2007
BenQ, Taiwan
- Ported a 3rd party QR code scanner solution and implemented the corresponding app
- Ported a picture rendering solution (Scalado) to speed up the pictures / thumbnails rendering
Courses & Certificates
- Coursera Data Engineering, Big Data, and Machine Learning on GCP Sep. 2021
- Coursera Smart Analytics, Machine Learning, and AI on GCP Sep. 2021
- Coursera Building Resilient Streaming Analytics Systems on GCP Aug. 2021
- Coursera Building Batch Data Pipelines on GCP Jul. 2021
- Coursera Modernizing Data Lakes and Data Warehouses with GCP Jul. 2021
- Coursera Leveraging Unstructured Data with Cloud Dataproc on Google Cloud Platform Jul. 2018
- Coursera Google Cloud Platform Big Data and Machine Learning Fundamentals Jun. 2018
- Taiwan AI Academy courses Jan. 2018 - Apr. 2018
- Udemy R Programming A-Z: R for Data Science with Real Exercises Jan. 2018
- Udemy The Complete IOS 10 & Swift 3 Developer Course Oct. 2017
- NTU@Coursera Machine Learning Foundations & Techniques Jun. 2017
Summary
- Software engineer with 8+ years' experiences in mobile protocol stack, middleware and apps development in C.
- ML engineer with 3+ years' experiences in NLP, Computer Vision, recommendation system.
- Passionate about machine learning, data mining, NLP, Computer Vision and big data analytics.
Skills
Programming Languages
- C/C++
- Python
- SQL
- R
- Swift
- Java
Data Engineering / Machine Learning Tools
- Scikit-Learn, Numpy, Pandas
- Tensorflow, Keras, Pytorch
- NLP: Gensim, Jieba, BERT
- Visualization: pyplot, ggplot2
- Similarity Search: Faiss
- Workflow: Airflow
- Cloud: GCP BigQuery, GAE, GCE, GCS, Dataproc, Dataflow, Data Studio
- DB: MySQL, PostgreSQL
- Search Engine: ElasticSearch
- Distributed Computing: pyspark
- Docker
Domain Knowledge
- Machine Learning: SVM, Logistic Regression, Random Forest, GBM,...etc.
- Deep Learning: CNN, RNN, LSTM, Transformer, BERT, Word Embedding, Object Detection, Reinforcement Learning, ...etc.
- Mobile Protocols: GPRS/WCDMA/HSPA, TCP/IP
Education
National Chiao Tung University, Taiwan，Sep. 2003 - Oct. 2005
M.S. in Computer Science and Engineering
National Chiao Tung University, Taiwan，Sep. 1999 - Jun. 2003
B.S. in Computer Science and Engineering
Experiences
ML Engineer，May. 2022 – Present
RevoVision, Taiwan
- Spam and profanity filter for online casino chat rooms
- compared with the original design, the mistaken deletion rate is reduced by 20% ~ 30%
- Automatic user nickname change audit system
- accuracy: about 98%
- Dealer Photo Cropping Tool
- automatically generate thumbnails that can be used as game room dealer headshots
- automatically horizontally flip the thumbnails to make each dealer face the same direction in the photo
- save manpower and time required for manual cropping
- Assist in risk analysis of various online casino games
Senior Algorithm Engineer，Jun. 2018 – Aug. 2020
PIXNET, Taiwan
- Adopt BERT to Implement auto reply feature for customer service department
- Implemented search by Image service
- one can search similar images and related BLOG articles in PIXNET with a photo
- Word suggestion API for PIXNET bloggers
- will provide recent hot keywords or names of POIs for bloggers to add hashtags according to what they type
- Algorithms implementation to recommend hot related articles
- 4%~8% CTR improvement
- Voice check-in system for PIXNET HACKATHON 2018
- Photo Style Transfer for PIXNET Social Summit 2019
Postgraduate，Jan. 2018 – Apr. 2018
Taiwan AI Academy, Taiwan
- This bootcamp covers traditional ML and Deep Learning technologies.
- Programming Language: Python / R
- Final Project: Photo Teller - Image Caption
- http://www.phototeller.ml/
- Merit Award of Final Project Presentation of Taiwan AI Academy
- Adopt CNN to extract image features, and attention model to help LSTM language model generate captions
- Implement in Tensorflow(main model) and Keras(image feature extraction)
- Competition: T-brain file agnostic malware detection
- https://tbrain.trendmicro.com.tw/Competitions/Details/1
- rank 20% in competition, AUC 0.924134
- Adopt XGBoost with GridSearch to perform logistic regression and predict if a file is a malware
Principal Software Engineer，Sep. 2012 – Mar. 2015
MediaTek, Taiwan
- Responsible for 3G L2 Network Protocols software maintenance
- Implemented L2 RLC/BMC part for dual SIM/dual standby projects
Senior Software Engineer，May. 2007 - Sep. 2012
MStar Semiconductor, Taiwan
- Responsible for 2.5G L2/L3 Data Plane Network Protocols
- Designed and modified the MStar proprietary TCP/IP and DCHP to support Wi-Fi feature
- Developed new data delivery mechanism to enhance data throughput of Wi-Fi. Throughput raised by 50% and MIPS consumption reduced by 40%
- Supported the multimedia team for the Tudou HTTP/RTSP video streaming app (www.mstarsemi.com/tw/news.php#64)
Software Engineer，Feb. 2006 - Apr. 2007
BenQ, Taiwan
- Ported a 3rd party QR code scanner solution and implemented the corresponding app
- Ported a picture rendering solution (Scalado) to speed up the pictures / thumbnails rendering
Courses & Certificates
- Coursera Data Engineering, Big Data, and Machine Learning on GCP Sep. 2021
- Coursera Smart Analytics, Machine Learning, and AI on GCP Sep. 2021
- Coursera Building Resilient Streaming Analytics Systems on GCP Aug. 2021
- Coursera Building Batch Data Pipelines on GCP Jul. 2021
- Coursera Modernizing Data Lakes and Data Warehouses with GCP Jul. 2021
- Coursera Leveraging Unstructured Data with Cloud Dataproc on Google Cloud Platform Jul. 2018
- Coursera Google Cloud Platform Big Data and Machine Learning Fundamentals Jun. 2018
- Taiwan AI Academy courses Jan. 2018 - Apr. 2018
- Udemy R Programming A-Z: R for Data Science with Real Exercises Jan. 2018
- Udemy The Complete IOS 10 & Swift 3 Developer Course Oct. 2017
- NTU@Coursera Machine Learning Foundations & Techniques Jun. 2017