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RPA平台全端開發工程師 @聯華電子股份有限公司2022 ~ Present
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AI工程師、機器學習工程師、深度學習工程師、影像演算法工程師、資料科學家、Machine Learning Engineer、Deep Learning Engineer、Data Scientist
Within one month
Employed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
元智大學
・
工業工程與管理學系所
Past
Service Provider @Taron Solutions Limited2023 ~ 2023
・
AI工程師、機器學習工程師、電腦視覺工程師、資料科學家、Machine Learning Engineer、Computer Vision Engineer、Data Scientist
Within one month
醫院 二月七月 2020 • 開發x光片器官辨識系統，透過分類模型判斷所拍攝的器官是否符合醫生要求，系統正確率高達96%。 技術：TensorFlow、Google Inception v3 運算思維與程式設計 課程助教 • 東海大學 Tunghai University 九月七月 2020 • 協助修課同學培養程式設計邏輯，並實作C/C++
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
國立臺北科技大學
・
資訊工程Firmware Engineer @Lanner Electronics Inc.2021 ~ Present
・
Firmware Engineer, Firmware Developer, Embedded Software Engineer
Within one month
Employed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
國立高雄科技大學（原國立高雄第一科技大學）
・
電子工程
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
宋浩茹 Hao-Ru Sung| [email protected] | LinkedIn ｜ GitHub A s a Research Assistant at Academia Sinica , specializing in Generative AI research and application. With 3 + years of experience in NLP a nd Machine Learning , along with 4+ years in Backend Development . Proficient at translating complex theories into practical applications. Skills Languages: Python, R, SQL, MATLAB, C, C#, JavaScript, Node.js Software & Tools: PyTorch, PyTorch Lightning, Tensorflow, Scikit-Learn, NLTK , GCP, Linux, SQL / NoSQ , Pandas, Hugging Face, Gradio, LangChain, Tensorflow, Keras, FastAPI, OpenCV, Airflow
Employed
・
Ready to interview
Full-time / Interested in working remotely
4-6 years
國立政治大學（National Chengchi University）
・
資訊科學系
Senior engineer @Chicony Electronics Co, Ltd.2018 ~ Present
・
全端工程師、後端工程師、前端工程師、軟體專案主管、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
Nelson Chen Senior engineer Dedicated Software Engineer with 6+ Years of Experience Senior software engineer specializing in web page development and deep learning. Proficient with machine learning technologies, such as TensorFlow, Numpy, etc. Experience Senior engineer • Chicony Electronics Co, Ltd. ．Build an Auto-Encoder AI model for defective detection. ．Build an object detection model for detecting car types. ．Developed a Front-End and Back-End website for data analysis. ．Manage the production process and make it automated production. NovPresent Software engineer • Teco image systems co. ltd ．Developed and maintained MFP driver
Employed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
National Taiwan Ocean University
・
Computer science and engineering
技術部主管 @黑瘋科技股份有限公司2019 ~ Present
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AIOT開發工程師
Within one month
測試使用體感芯片每1個月充電一次即可。 https://reurl.cc/090dEA https://reurl.cc/v0OprL 使用技術: bluetooth andorid/ios SDK、Unity、aws cloud、php laravel、python 、keras、tensorflow、SQLite、mySQL ILOLLY幼稚園管理系統 概要: 使用beacon技術綁定幼稚園孩童，並使用樹莓派蒐集資訊， 可以在非接觸環境下紀錄孩童出勤
Employed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
Tunghai University
・
資訊
技術部門經理 @沛鑫包裝科技2018 ~ Present
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R & D technologist/program manager
Within one month
與AGV車結合，包括高速和穩定性的動作控制及複雜演算法處理。 電腦視覺與AI應用： 具豐富經驗於OpenCV、Emgu CV、Halcon等工具，專長於利用深度學習、機器學習算法改善視覺檢測的準確率和速度。熟練應用TensorFlow、Keras等深度學習框架，進行影像分類、物件檢...
Employed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
國立中興大學
・
機械Product Manager @東元電機股份有限公司 (TECO Electric & Machinery Co. Ltd.)2023 ~ 2023
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Data Scientist, Data Analyst, Machine Learning Engineer
Within one month
Employed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
國立成功大學 National Cheng Kung University
・
Mechanical Engineering
Past
Mobile App Developer @Apple Inc.2014 ~ Present
・
Lead Infrastructure Engineer
Within one month
mobile applications. Created user interfaces for mobile apps based on design specifications. Optimized mobile applications for performance and scalability. Developed databases that supported Web applications and Web sites. Developed system interaction and sequence diagrams. Big Data Engineer • Freelancer JuneJuly 2023 Built machine learning models using TensorFlow and Scikit-Learn libraries for predictive analysis of customer behavior. Designed and implemented a scalable data warehouse architecture using Apache Cassandra, PostgresDB, and Redis. Optimized database performance by tuning queries in SQL Server, Oracle and PostgreSQL databases. Implemented efficient data processing algorithms on large datasets with
Unemployed
・
Ready to interview
Full-time / Interested in working remotely
6-10 years
OPC Chief Engineer @TSMC2020 ~ 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
Chun-Jung Huang [email protected] Chiao-Tung University, Ph.D. - Photonics,2015 ~ 2020 Member of The Phi Tau Phi Scholastic Honor Society of the Republic of China. Work Experience TSMC, OPC Chief Engineer (MarPresent) ◆Introduced image anomaly detection techniques to identify and address defects in photomask manufacturing, significantly improving product quality and reducing turnaround time. ◆Managed large-scale data processing tasks, demonstrating expertise in analyzing and handling datasets of hundreds of millions, to bolster model development and optimization. ◆Excelled in distributed computing, optimizing code execution across thousands of systems to
Employed
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Ready to interview
Full-time / Interested in working remotely
4-6 years
National Chiao-Tung University
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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
Not open to opportunities
Professions
Software Engineer, Machine Learning Engineer, C,C++ Developer
Fields of Employment
Software, Medical Devices
Work experience
6-10 years
Management
None
Skills
Languages
Chinese
・
Native or Bilingual
Job search preferences
Positions
AI 深度學習 軟體開發
Job types
Full-time
Locations
台灣
Remote
Interested in working remotely
Freelance
No
Educations
School
國立台灣大學
Major
物理研究所
張維麟
- 我是宜蘭羅東人，熱愛戶外活動。喜歡騎公路車、登山、跑步、打羽球、排球。另外，也常常玩桌遊或益智遊戲。
- 我喜歡閱讀。藉由閱讀多種領域的書籍，來學習新知識、拓展想像力。圖書館和書店是我最常出現的場所。軟體相關的書有：Dive into Deep Learning、Effective C++、Modern C++、深入淺出設計模式等書。
- 我十分擅長透過數學工具描繪物理現象，這也是我當初選擇就讀物理系的原因。
- 也會透過網路影片與文章學習，以精進演算法與深度學習等領域的新知。偶爾會在LeetCode腦力激盪。
- 我享受寫程式時思維碰撞的感覺。透過邏輯思考與流程規劃完成模型架構，從龐大數據抽取資訊特徵，這和學物理時、由基本定理來描述世界的過程非常相似。
人工智慧工程師, 深度學習工程師, 演算法工程師, 軟體工程師
Taipei，TW
[email protected]
技能
物理學
- 物理學
- 天文學
- 光學
- 電磁學
- 調頻飛秒脈衝雷射光源
- 共軛焦顯微鏡
- 雙光子螢光顯微鏡
- 二倍頻顯微鏡
- 干涉式顯微鏡
- 牛頓式天文望遠鏡
程式語言
- C
- C++
- Assembly
- Python
- TensorFlow/Keras
- PyTorch
- OpenCV
- Shell
- Matlab
- LabVIEW
- VBA
演算法
- 數位音訊/影像處理
- 傅立葉分析
- IIR/FIR filter：全通濾波、希爾伯特轉換、等化器
- 動態範圍壓縮
- 亂數生成
- 粒子影像定位
- DNN/CNN模型：人聲分離、背景降噪
- LSTM / word2vec / Seq2seq：文本生成
- Saliency Maps特徵擷取
- 網路爬蟲
工作經歷
亞迪電子, 演算法工程師, Jul 2020 ~ 現在
- 我現職為亞迪電子擔任演算法開發工程師。亞迪電子關鍵技術以「熱像鏡頭」結合「自我注入鎖定式雷達」(2.4GHz的微波雷達，簡稱SIL雷達)為核心，應用於醫療照護、防疫、畜牧業等產業。我的工作有：
- 基於QT框架編寫標記GUI工具，為敝公司的SIL雷達生成的一維波形數據(簡稱SIL數據)建立標記程序。
- 以生成對抗模型(IWGAN)為SIL數據進行數據增強。
- 以C++開發第一代產品的演算法，由SIL數據推算病人的呼吸與心跳等生命特徵。
- 以機器學習、深度學習，如random forest、CNN、LSTM等模型開發第二代產品，由SIL數據推斷病人病徵的分類模型。
- 以OpenCV、YOLO開發熱影像姿態辨識系統。
- 在Windows與Linux系統之間透過LAN建立Client–Server model架構，透過個人電腦從多台Linux裝置即時取得SIL數據。
- 在Windows與Linux伺服器之間編寫Bash與PowerShell，進行演算法安裝與數據收集。
- 以SMAC步進馬達模擬病人與受照護者的呼吸與心跳之運動。
- 尋找合適的測距雷達解決方案，設計病人與受照護者的姿態偵測與跌倒偵測功能。
元鼎音訊, 軟體工程師, May 2016 ~ Jun 2020
- 我曾在元鼎音訊擔任軟體工程師。公司以音訊產品：藍芽耳機與助聽器，著力於聽力健康的發展。主要工作內容有：
- 與IC商和方案商三方合作，從事CSR8670與AB1539/T等藍芽晶片的開發。
- 以C++/Python進行演算法開發，如下：
- 語音增強：VAD、LRT、音訊降噪、超低音移頻
- 聽力保護：EQ、DRC、雙耳拍音生成
- 自然聲隨機生成：亂數、白噪聲、水滴物理學等。
- 在DSP晶片上以C語言或組合語言實現演算法，由浮點數運算轉換為定點數運算。
- 在MCU晶片協助編寫系統的信息流程控制，對不同算法排程，避免衝突。
廣達電腦, 射頻工程師, Nov 2014 ~ May 2016
- 我的主要工作內容為協助客戶進行射頻元件開發。 我時常與客戶一同進行射頻實驗，在實驗室與生產線找出最佳的產品規格。
- 撰寫、維護自動化測試程式，進行儀器控制與數據分析。
- 改善良率、收集數據、並對生產線進行標準化。
- 協助客戶進行測試實驗、試產，提出結果報告。
- 我在工作期間時常需要往返中國蘇州地區的生產線支援測試。這段期間，我認識許多中國朋友，透過與他們溝通與相處，我了解中國觀點、也與他們分享台灣經驗。
- 此外，也會到美國舊金山協助客戶進行產品開發。趁這難得的經驗，更是貼近並深刻地接受了蘋果公司的文化洗禮。這段期間的所見所聞，是我人生中寶貴的經歷。
中央研究院, 研究助理, Jul 2013 ~ Apr 2014
- 退伍後，我加入中央研究院謝佳龍老師的實驗室。
- 由於研究內容橫跨物理、化學、生醫領域，在這裡除了發揮原先的光學專長，我還需要學習生物化學實驗與儀器控制，才能建立一套完整的光學顯微影像系統。
- 我獨自設計干涉式散射光學顯微鏡(iSCAT)。 以干涉式散射光學顯微鏡，建立生物膜奈米粒子影像。
- 利用CMOS高速攝影機(1k~100k fps)、影像擷取卡，對細胞膜分子影像每張圖上的粒子定位，並追蹤超快速動態軌跡。
- 透過大量的動態軌跡數據，分析出細胞膜物理特性。
- 與同事、老師一同將研究成果發表在Optics Express的期刊論文，在此收穫良多。 http://www.opticsinfobase.org/oe/abstract.cfm?uri=oe-22-8-9159
學歷
國立台灣大學, 碩士學位, 物理研究所, 2009 ~ 2012
- 我碩士班時加入朱士維老師的生醫光學實驗室，我們是結合物理、光電與生物等學科的跨領域研究團隊。
- 我們與中研院、清大、陽明、逢甲、大阪大學等地多次進行合作計畫。
- 我碩士班從事非線性光學的研究。透過非線性晶體、光子晶體光纖，建立調頻飛秒脈衝雷射光源。
- 期望結合超解析度螢光顯微鏡、非線性光學顯微鏡，可以廣泛運用在非侵入式3D生醫影像上。
- 我曾擔任光學和物理的大學課程助教。引導學生糾錯、學習，出題並訂正考卷。我們還設計了許多日常生活中、關於光的趣味教學演示實驗。
- 我的指導老師十分重視學生對研究計畫的安排與發表。他認為無法清楚敘述自己的研究內容時，意味著對研究的了解不夠透徹。這改變了我對學習的看法。
- 在這裡，我學到的不僅僅是物理上的知識，還有學問的態度與探索世界的好奇心。
國立成功大學, 學士學位, 物理學系, 2005 ~ 2009
- 我加入「電漿與太空科學中心」的電漿微波探測計畫，致力開發應用於太空環境量測的儀器。
- 透過軟體模擬天線與傳輸線的結構、計算探測器的頻譜與傳輸效率。
- 藉由高頻微波對電漿粒子的交互作用，觀察電漿的物理特性。
- 大學修課期間，修過許多系內、系外各式必選修，因為我喜歡吸收不同類型的知識。印象最深刻、最喜愛的課程有：天文學、廣義相對論、大腦的功能、世界音樂、越南社會與文化等課程。
- 課堂之外，也曾積極參加社團活動，曾參加系學會、系羽球隊、蘭友會、流舞社、羽球社等社團活動。
- 妥善的時間規劃與安排，使得我在課業與社團方面都有不錯的表現。
Chang Wei-Lin
- I'm from Taiwan, Yilan. I love outdoor activities, include riding a road bike, climbing, running, playing badminton, volleyball. I also love playing board games and puzzle games.
- I like reading. I like to learn new knowledge and expand my imagination by reading books in various fields. Libraries and bookstores are my most frequently visited places. I have read Dive into Deep Learning, Effective C++, Modern C++, Head First Design Patterns, etc.
- I am very good at describing physical phenomena through mathematical tools. This is why I chose to study Physics.
- I will also learn about the latest algorithms and machine learning through online videos and articles. Have tried to implement several audio and text related projects.
- I enjoy brainstorming when learning deep learning and algorithms. Architectural model, mining information features from big data, is very similar to the process of describing the world by basic theorem when learning physics.
Artificial intelligence engineer, Deep learning engineer, Algorithm engineer, Software engineer
Taipei，TW
[email protected]
Skill
Physics
- Physics
- Astronomy
- Optics
- Electromagnetism
- Tunable femtosecond pulsed laser
- Confocal microscopy
- 2-photon excitation microscopy
- Harmonic imaging microscopy
- Nano-particle scattering microscopy
- Newtonian telescope
Programming
- C
- C++
- Assembly
- Python
- TensorFlow/Keras
- PyTorch
- OpenCV
- Shell
- Matlab
- LabVIEW
- VBA
Algorithms
- Digital audio / image processing
- Fourier analysis
- Dynamic range compression
- IIR / FIR digital filtering: All-pass filter, Hilbert transform, EQ
- Random number generation
- DNN/CNN: human voice separation, background noise reduction
- LSTM / word2vec / Seq2seq: text generation
- Saliency Maps feature extraction
- Web crawlers
Experience
Algorithm Engineer, ADE Technology Inc.｜2020/7~now
- I am currently working as an algorithm engineer for ADE Technology Inc. Combine “thermal camera” and “Self-Injection Locked (SIL) radar”, and applies in medical care, epidemic prevention, animal husbandry and other industries. My tasks are:
- Write the labeling GUI tool based on the QT framework, and establish a labeling process for 1D-waveform data generated by us SIL radar (SIL data).
- Data augmentation with generative adversarial model (IWGAN) for SIL data.
- The algorithm of the 1st-gen product is developed in C++ to calculate the patient's vital sign such as breathing and heartbeat from the SIL data.
- Develop 2nd-gen products with machine learning, deep learning, such as random forest, CNN, LSTM, to infer a classification model of patient symptoms from SIL data.
- Developed thermal image pose recognition system with OpenCV and YOLO.
- Establish client-server model between Windows and Linux systems through LAN, and Real-time acquisition of SIL data from multiple Linux devices via a PC.
- Write Bash and PowerShell between Windows and Linux servers for algorithm installation and data collection.
- Use a SMAC step motor to simulate the movement of the patient's respiratory and heartbeat.
- Looking for a suitable range-finding radar solution, designing the posture detection and fall detection functions of patients and care recipients.
Software Engineer, UnlimiterHear Co., Ltd｜2016/5~2020/6
- I worked as a software engineer for UnlimiterHear. We focuses on the healthy development of hearing with audio products: Bluetooth headsets and hearing aids.
- I cooperated with IC vendors and developed Bluetooth chips, such as CSR8670 and AB1539/T.
- I developed algorithms in C++/Python as follows:
- Speech enhancement: VAD, LRT, noise cancellation, subwoofer tune.
- Hearing protection: EQ, DRC, binaural beat generation
- Natural noise random generation: random number, white noise, droplet physics
- The algorithm is implemented in C/Assembly on the DSP chip, and the floating-point number operation is converted into a fixed-point number operation.
- Write the message flow control of the system in the MCU, schedule the algorithm to avoid conflicts.
RF Engineer, Multimedia BU, Quanta Computer Inc.｜2014/11 ~ 2016/5
- My main job is to assist customers in the development of RF components. I often conduct RF experiments with customers to find the best product specifications in the laboratory and production line.
- Write and maintain programs for instrument control, automated test and data analysis.
- Improve yield, collect data, and standardize production lines.
- Assist customers to conduct test experiments, trial production, and submit results reports.
- During my work, I often need to travel to and from the production line in Suzhou, China to support testing. During this period, I met many Chinese friends. Through communication and getting along with them, I understood Chinese views and shared Taiwan's experience.
- In addition, he will also go to San Francisco to assist customers in product development. Taking advantage of this rare experience, it is close to and deeply accepted the cultural baptism of Apple. What I saw and heard during this period was a precious experience in my life.
RA, Institute of Atomic and Molecular Sciences, Academia Sinica｜2013/7 ~ 2014/4
- After leaving the army, my first job entered the lab of Dr. Chia-Lung Hsieh of the Academia Sinica.
- Since the research covers the fields of physics, chemistry and biomedicine, in addition to using my original optical expertise, I also need to learn biochemical experiments and instrument control to build a optical microscopic imaging system.
- I built an interferometric scattering optical microscope (iSCAT) alone.
- Use a CMOS high-speed camera (1k ~ 100k fps) and an frame grabber device to positioning nano-particles, and track the ultra-fast dynamic trajectory of cell membrane.
- Through a large amount of dynamic trajectory data, the physical characteristics of the cell membrane were analyzed.
- I published research results in Optics Express journal papers with colleagues and teachers, and I learned a lot here. http://www.opticsinfobase.org/oe/abstract.cfm?uri=oe-22-8-9159
Education
NTU, Institute of Physics, Master｜2009/9 ~ 2012/6
- When I was studying for a master's degree, I joined Prof. Shi-Wei Chu's "Bio-Optics Lab". We are a cross-disciplinary research team that combines physics, optics and biology.
- We cooperate with Academia Sinica, NTHU, NYMU, FCU and Osaka University.
- In my master's degree, I was engaged in the research of nonlinear optics. The tunable femtosecond pulse laser light source is established through nonlinear crystal and photonic crystal fiber.
- Combined with super-resolution fluorescent microscope and nonlinear optical microscope, it is expected to be used in non-invasive 3D bio-imaging.
- I used to be a teaching assistant for university courses in optics and physics. Guide students to correct errors, study, issue questions and revise examination papers.
- We also designed many interesting teaching demonstration experiments about light in daily life.
NCKU, Department of Physics, Bachelor｜2005/9 ~ 2009/6
- I joined the plasma plasma microwave detection project of the "Plasma and Space Science Center" to develop instruments for space environment measurement.
- By simulating the structure of the antenna and the transmission line, the spectrum and transmission efficiency of the detector are calculated.
- Through the interaction of high-frequency microwave on plasma particles, observe the physical properties of plasma.
- I have taken many courses, both inside and outside the department, because I like to learn all kinds of knowledge. The most impressive and favorite courses are: astronomy, general relativity, brain function, world music, Vietnamese society and culture and other courses.
- Outside of the classroom, I have also actively participated in clubs and participated in club activities such as the Student Union, the Badminton Team, the Yilan Alumni Club, and the Pop Dance Club.
- With proper time planning and arrangement, I have a good performance in my studies and clubs.
張維麟
- 我是宜蘭羅東人，熱愛戶外活動。喜歡騎公路車、登山、跑步、打羽球、排球。另外，也常常玩桌遊或益智遊戲。
- 我喜歡閱讀。藉由閱讀多種領域的書籍，來學習新知識、拓展想像力。圖書館和書店是我最常出現的場所。軟體相關的書有：Dive into Deep Learning、Effective C++、Modern C++、深入淺出設計模式等書。
- 我十分擅長透過數學工具描繪物理現象，這也是我當初選擇就讀物理系的原因。
- 也會透過網路影片與文章學習，以精進演算法與深度學習等領域的新知。偶爾會在LeetCode腦力激盪。
- 我享受寫程式時思維碰撞的感覺。透過邏輯思考與流程規劃完成模型架構，從龐大數據抽取資訊特徵，這和學物理時、由基本定理來描述世界的過程非常相似。
人工智慧工程師, 深度學習工程師, 演算法工程師, 軟體工程師
Taipei，TW
[email protected]
技能
物理學
- 物理學
- 天文學
- 光學
- 電磁學
- 調頻飛秒脈衝雷射光源
- 共軛焦顯微鏡
- 雙光子螢光顯微鏡
- 二倍頻顯微鏡
- 干涉式顯微鏡
- 牛頓式天文望遠鏡
程式語言
- C
- C++
- Assembly
- Python
- TensorFlow/Keras
- PyTorch
- OpenCV
- Shell
- Matlab
- LabVIEW
- VBA
演算法
- 數位音訊/影像處理
- 傅立葉分析
- IIR/FIR filter：全通濾波、希爾伯特轉換、等化器
- 動態範圍壓縮
- 亂數生成
- 粒子影像定位
- DNN/CNN模型：人聲分離、背景降噪
- LSTM / word2vec / Seq2seq：文本生成
- Saliency Maps特徵擷取
- 網路爬蟲
工作經歷
亞迪電子, 演算法工程師, Jul 2020 ~ 現在
- 我現職為亞迪電子擔任演算法開發工程師。亞迪電子關鍵技術以「熱像鏡頭」結合「自我注入鎖定式雷達」(2.4GHz的微波雷達，簡稱SIL雷達)為核心，應用於醫療照護、防疫、畜牧業等產業。我的工作有：
- 基於QT框架編寫標記GUI工具，為敝公司的SIL雷達生成的一維波形數據(簡稱SIL數據)建立標記程序。
- 以生成對抗模型(IWGAN)為SIL數據進行數據增強。
- 以C++開發第一代產品的演算法，由SIL數據推算病人的呼吸與心跳等生命特徵。
- 以機器學習、深度學習，如random forest、CNN、LSTM等模型開發第二代產品，由SIL數據推斷病人病徵的分類模型。
- 以OpenCV、YOLO開發熱影像姿態辨識系統。
- 在Windows與Linux系統之間透過LAN建立Client–Server model架構，透過個人電腦從多台Linux裝置即時取得SIL數據。
- 在Windows與Linux伺服器之間編寫Bash與PowerShell，進行演算法安裝與數據收集。
- 以SMAC步進馬達模擬病人與受照護者的呼吸與心跳之運動。
- 尋找合適的測距雷達解決方案，設計病人與受照護者的姿態偵測與跌倒偵測功能。
元鼎音訊, 軟體工程師, May 2016 ~ Jun 2020
- 我曾在元鼎音訊擔任軟體工程師。公司以音訊產品：藍芽耳機與助聽器，著力於聽力健康的發展。主要工作內容有：
- 與IC商和方案商三方合作，從事CSR8670與AB1539/T等藍芽晶片的開發。
- 以C++/Python進行演算法開發，如下：
- 語音增強：VAD、LRT、音訊降噪、超低音移頻
- 聽力保護：EQ、DRC、雙耳拍音生成
- 自然聲隨機生成：亂數、白噪聲、水滴物理學等。
- 在DSP晶片上以C語言或組合語言實現演算法，由浮點數運算轉換為定點數運算。
- 在MCU晶片協助編寫系統的信息流程控制，對不同算法排程，避免衝突。
廣達電腦, 射頻工程師, Nov 2014 ~ May 2016
- 我的主要工作內容為協助客戶進行射頻元件開發。 我時常與客戶一同進行射頻實驗，在實驗室與生產線找出最佳的產品規格。
- 撰寫、維護自動化測試程式，進行儀器控制與數據分析。
- 改善良率、收集數據、並對生產線進行標準化。
- 協助客戶進行測試實驗、試產，提出結果報告。
- 我在工作期間時常需要往返中國蘇州地區的生產線支援測試。這段期間，我認識許多中國朋友，透過與他們溝通與相處，我了解中國觀點、也與他們分享台灣經驗。
- 此外，也會到美國舊金山協助客戶進行產品開發。趁這難得的經驗，更是貼近並深刻地接受了蘋果公司的文化洗禮。這段期間的所見所聞，是我人生中寶貴的經歷。
中央研究院, 研究助理, Jul 2013 ~ Apr 2014
- 退伍後，我加入中央研究院謝佳龍老師的實驗室。
- 由於研究內容橫跨物理、化學、生醫領域，在這裡除了發揮原先的光學專長，我還需要學習生物化學實驗與儀器控制，才能建立一套完整的光學顯微影像系統。
- 我獨自設計干涉式散射光學顯微鏡(iSCAT)。 以干涉式散射光學顯微鏡，建立生物膜奈米粒子影像。
- 利用CMOS高速攝影機(1k~100k fps)、影像擷取卡，對細胞膜分子影像每張圖上的粒子定位，並追蹤超快速動態軌跡。
- 透過大量的動態軌跡數據，分析出細胞膜物理特性。
- 與同事、老師一同將研究成果發表在Optics Express的期刊論文，在此收穫良多。 http://www.opticsinfobase.org/oe/abstract.cfm?uri=oe-22-8-9159
學歷
國立台灣大學, 碩士學位, 物理研究所, 2009 ~ 2012
- 我碩士班時加入朱士維老師的生醫光學實驗室，我們是結合物理、光電與生物等學科的跨領域研究團隊。
- 我們與中研院、清大、陽明、逢甲、大阪大學等地多次進行合作計畫。
- 我碩士班從事非線性光學的研究。透過非線性晶體、光子晶體光纖，建立調頻飛秒脈衝雷射光源。
- 期望結合超解析度螢光顯微鏡、非線性光學顯微鏡，可以廣泛運用在非侵入式3D生醫影像上。
- 我曾擔任光學和物理的大學課程助教。引導學生糾錯、學習，出題並訂正考卷。我們還設計了許多日常生活中、關於光的趣味教學演示實驗。
- 我的指導老師十分重視學生對研究計畫的安排與發表。他認為無法清楚敘述自己的研究內容時，意味著對研究的了解不夠透徹。這改變了我對學習的看法。
- 在這裡，我學到的不僅僅是物理上的知識，還有學問的態度與探索世界的好奇心。
國立成功大學, 學士學位, 物理學系, 2005 ~ 2009
- 我加入「電漿與太空科學中心」的電漿微波探測計畫，致力開發應用於太空環境量測的儀器。
- 透過軟體模擬天線與傳輸線的結構、計算探測器的頻譜與傳輸效率。
- 藉由高頻微波對電漿粒子的交互作用，觀察電漿的物理特性。
- 大學修課期間，修過許多系內、系外各式必選修，因為我喜歡吸收不同類型的知識。印象最深刻、最喜愛的課程有：天文學、廣義相對論、大腦的功能、世界音樂、越南社會與文化等課程。
- 課堂之外，也曾積極參加社團活動，曾參加系學會、系羽球隊、蘭友會、流舞社、羽球社等社團活動。
- 妥善的時間規劃與安排，使得我在課業與社團方面都有不錯的表現。
Chang Wei-Lin
- I'm from Taiwan, Yilan. I love outdoor activities, include riding a road bike, climbing, running, playing badminton, volleyball. I also love playing board games and puzzle games.
- I like reading. I like to learn new knowledge and expand my imagination by reading books in various fields. Libraries and bookstores are my most frequently visited places. I have read Dive into Deep Learning, Effective C++, Modern C++, Head First Design Patterns, etc.
- I am very good at describing physical phenomena through mathematical tools. This is why I chose to study Physics.
- I will also learn about the latest algorithms and machine learning through online videos and articles. Have tried to implement several audio and text related projects.
- I enjoy brainstorming when learning deep learning and algorithms. Architectural model, mining information features from big data, is very similar to the process of describing the world by basic theorem when learning physics.
Artificial intelligence engineer, Deep learning engineer, Algorithm engineer, Software engineer
Taipei，TW
[email protected]
Skill
Physics
- Physics
- Astronomy
- Optics
- Electromagnetism
- Tunable femtosecond pulsed laser
- Confocal microscopy
- 2-photon excitation microscopy
- Harmonic imaging microscopy
- Nano-particle scattering microscopy
- Newtonian telescope
Programming
- C
- C++
- Assembly
- Python
- TensorFlow/Keras
- PyTorch
- OpenCV
- Shell
- Matlab
- LabVIEW
- VBA
Algorithms
- Digital audio / image processing
- Fourier analysis
- Dynamic range compression
- IIR / FIR digital filtering: All-pass filter, Hilbert transform, EQ
- Random number generation
- DNN/CNN: human voice separation, background noise reduction
- LSTM / word2vec / Seq2seq: text generation
- Saliency Maps feature extraction
- Web crawlers
Experience
Algorithm Engineer, ADE Technology Inc.｜2020/7~now
- I am currently working as an algorithm engineer for ADE Technology Inc. Combine “thermal camera” and “Self-Injection Locked (SIL) radar”, and applies in medical care, epidemic prevention, animal husbandry and other industries. My tasks are:
- Write the labeling GUI tool based on the QT framework, and establish a labeling process for 1D-waveform data generated by us SIL radar (SIL data).
- Data augmentation with generative adversarial model (IWGAN) for SIL data.
- The algorithm of the 1st-gen product is developed in C++ to calculate the patient's vital sign such as breathing and heartbeat from the SIL data.
- Develop 2nd-gen products with machine learning, deep learning, such as random forest, CNN, LSTM, to infer a classification model of patient symptoms from SIL data.
- Developed thermal image pose recognition system with OpenCV and YOLO.
- Establish client-server model between Windows and Linux systems through LAN, and Real-time acquisition of SIL data from multiple Linux devices via a PC.
- Write Bash and PowerShell between Windows and Linux servers for algorithm installation and data collection.
- Use a SMAC step motor to simulate the movement of the patient's respiratory and heartbeat.
- Looking for a suitable range-finding radar solution, designing the posture detection and fall detection functions of patients and care recipients.
Software Engineer, UnlimiterHear Co., Ltd｜2016/5~2020/6
- I worked as a software engineer for UnlimiterHear. We focuses on the healthy development of hearing with audio products: Bluetooth headsets and hearing aids.
- I cooperated with IC vendors and developed Bluetooth chips, such as CSR8670 and AB1539/T.
- I developed algorithms in C++/Python as follows:
- Speech enhancement: VAD, LRT, noise cancellation, subwoofer tune.
- Hearing protection: EQ, DRC, binaural beat generation
- Natural noise random generation: random number, white noise, droplet physics
- The algorithm is implemented in C/Assembly on the DSP chip, and the floating-point number operation is converted into a fixed-point number operation.
- Write the message flow control of the system in the MCU, schedule the algorithm to avoid conflicts.
RF Engineer, Multimedia BU, Quanta Computer Inc.｜2014/11 ~ 2016/5
- My main job is to assist customers in the development of RF components. I often conduct RF experiments with customers to find the best product specifications in the laboratory and production line.
- Write and maintain programs for instrument control, automated test and data analysis.
- Improve yield, collect data, and standardize production lines.
- Assist customers to conduct test experiments, trial production, and submit results reports.
- During my work, I often need to travel to and from the production line in Suzhou, China to support testing. During this period, I met many Chinese friends. Through communication and getting along with them, I understood Chinese views and shared Taiwan's experience.
- In addition, he will also go to San Francisco to assist customers in product development. Taking advantage of this rare experience, it is close to and deeply accepted the cultural baptism of Apple. What I saw and heard during this period was a precious experience in my life.
RA, Institute of Atomic and Molecular Sciences, Academia Sinica｜2013/7 ~ 2014/4
- After leaving the army, my first job entered the lab of Dr. Chia-Lung Hsieh of the Academia Sinica.
- Since the research covers the fields of physics, chemistry and biomedicine, in addition to using my original optical expertise, I also need to learn biochemical experiments and instrument control to build a optical microscopic imaging system.
- I built an interferometric scattering optical microscope (iSCAT) alone.
- Use a CMOS high-speed camera (1k ~ 100k fps) and an frame grabber device to positioning nano-particles, and track the ultra-fast dynamic trajectory of cell membrane.
- Through a large amount of dynamic trajectory data, the physical characteristics of the cell membrane were analyzed.
- I published research results in Optics Express journal papers with colleagues and teachers, and I learned a lot here. http://www.opticsinfobase.org/oe/abstract.cfm?uri=oe-22-8-9159
Education
NTU, Institute of Physics, Master｜2009/9 ~ 2012/6
- When I was studying for a master's degree, I joined Prof. Shi-Wei Chu's "Bio-Optics Lab". We are a cross-disciplinary research team that combines physics, optics and biology.
- We cooperate with Academia Sinica, NTHU, NYMU, FCU and Osaka University.
- In my master's degree, I was engaged in the research of nonlinear optics. The tunable femtosecond pulse laser light source is established through nonlinear crystal and photonic crystal fiber.
- Combined with super-resolution fluorescent microscope and nonlinear optical microscope, it is expected to be used in non-invasive 3D bio-imaging.
- I used to be a teaching assistant for university courses in optics and physics. Guide students to correct errors, study, issue questions and revise examination papers.
- We also designed many interesting teaching demonstration experiments about light in daily life.
NCKU, Department of Physics, Bachelor｜2005/9 ~ 2009/6
- I joined the plasma plasma microwave detection project of the "Plasma and Space Science Center" to develop instruments for space environment measurement.
- By simulating the structure of the antenna and the transmission line, the spectrum and transmission efficiency of the detector are calculated.
- Through the interaction of high-frequency microwave on plasma particles, observe the physical properties of plasma.
- I have taken many courses, both inside and outside the department, because I like to learn all kinds of knowledge. The most impressive and favorite courses are: astronomy, general relativity, brain function, world music, Vietnamese society and culture and other courses.
- Outside of the classroom, I have also actively participated in clubs and participated in club activities such as the Student Union, the Badminton Team, the Yilan Alumni Club, and the Pop Dance Club.
- With proper time planning and arrangement, I have a good performance in my studies and clubs.