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人工智慧工程師 @玉山銀行智能金融處 (Intelligent Finance Dept., E-SUN Bank )
2020 ~ Sekarang
Machine Learning Researcher / Engineer
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Music Information Retrieval
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National Taiwan University
Graduate Institute of Communication Engineering
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NAND Mechanism RD, Machine Learning Engineer @PHISON
2015 ~ Sekarang
Machine Learning Engineer / Data Science Engineer
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Kled Chen Assistant Manager (Now) Software Engineer (9 years) Algorithm Developer (6 years) Machine Learning Engineer (3 years) Physics Master Financial Researcher [email protected] Skills Power Point / Excel / Office C++ / C / Python / Git Algorithm Development / Data analyse Machine Learning / Neuron network / Tensorflow / Keras / Autoencoder / CNN Physics 學歷 NATIONAL TAIWAN UNIVERSITY, Physics Master, 2008 ~ 2010 ‧ Magnetic Quantum Confinement and Interaction of Co Nanoislands Resolved by Spin-Polarized Scanning Tunneling Microscopy and Spectroscopy ‧ 2010 Physics Annual Meeting of the Physics Best Paper in Magnetics Material
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word
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6-10 tahun
NATIONAL TAIWAN UNIVERSITY
Physics Master
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AI enigneer @, Coretronic Inc.
2019 ~ Sekarang
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Conduct biological experiments with different type of optical spectroscopy , including total-internal-reflection spectroscopy TIRF , fluorescence spectroscopy , laser scanning confocal microscopy. AugJunMental counsultant Pingtong 298 Mechanized Infantry 學歷National Taiwan University Master Applied PhysicsNational Taiwan University Bachelor Physics 技能 Python: Scientific computing: numpy, scipy Web framework: flask, Django Machine-learning: scikit-learn, keras, gensim, tensorflow Nework investigation: networkx Javascript: cytoscape.js, highcharts.js, D3.js Database: mongodb, SQL, Postgres 語言 Mandarin. Native Fluency Taiwanese Native Fluency English. Professional Fluency(TOEFL score: reading(27), listening(24), speaking(18), writing(22)) Spanish Basic
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AI Project Management
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6-10 tahun
National Taiwan University
Master Applied Physics
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Software Engineer @TSMC 台積電
2022 ~ Sekarang
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Python
SQL
Kubernetes
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4-6 tahun
National Taiwan University
Economics
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Jr. Programmer @德義資訊股份有限公司
2013 ~ 2015
Developer Team Leader, Architect, FullStack Developer
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Word
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National Taiwan University
Bachelor of Bio-Industrial Mechatronics Engineering

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2022 ~ Sekarang
Taiwan
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National Taiwan University
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Civil Engineering
Cetak
W8pta5tkps8w1p7ljk0l

Zhao-Yang Zhuang (莊昭陽)

Experience with computer vision, deep learning. I am very passionate about design a novel DL model architecture for real world problems and hope to participate in more types of applications.

ML engineer  Data scientist

  [email protected]       https://www.linkedin.com/in/rogan-zhuang/

  https://github.com/ZhuangRogan

Educations

National Taiwan University

Civil Engineering, Computer-Aided Engineering Group (M.S. degree)

(2018 ~ 2020)

Master Thesis: 

Deep-learning method assisted crane for sway prediction: Recurrent Kalman Network.

University@2x

Work Experiences

(Automation Services Co., LTD.)  (AI/CV Engineer)

(Feb, 2021 - Oct, 2021)
  • The main developer of AI/CV algorithm.
  • Compiled the AI/CV part of automatic fabric inspection machine alone from scratch.

Research Experiences

Deep-learning method assisted crane for sway prediction : Recurrent Kalman Network   

(Dec, 2019 - Jun, 2020)

Robotic LAB, NTU & 祐彬 Construction Co., Ltd

  • Predicting the future position of a payload by RKN to assist in the automation of crane.
  • The state of the payload system can be inferred by the combined information between the image pixels.
Key achievement: Assists the automation of the crane in a new way, and does not require any physical parameters but only image data of the payload. RKN, the new time-series forecasting architecture will be 10x better than LSTM.

Tensorflow(Keras) OpenCV Python C/C++  Deep Learning 

The second generation of automatic fabric inspection machine 

 (Feb, 2021 - Apr, 2021)

Automation Services Co., LTD.

  • Detecting the defects on the textile by deep learning that efficiency is at least ten times of manual visual inspection.
  • Calculate the area and location of defects by semantic segmentation.
  • The prototype machine can detect the width of about two meters with eight cameras.

 C# Deep Learning

The third generation of automatic fabric inspection machine 

 (May, 2021 - Oct, 2021)

Automation Services Co., LTD.

  • Based on the second-generation inspection machine, all of the features are upgraded, such as image grabbing system, camera calibration system, deep learning framework, thread optimization, etc.
  • This mass production machine is online.
  • Not implemented using Tensorflow or Pytorch.

Key achievement: 100% detection of defects required by customers, 36x8 frames per second detection speed.

C# Deep Learning Cameras System Multithread Programming

Side Projects

  • Image automatic labeling: CNN-base object tracking by Siam-Net. [labeling 90x faster than manual]
  • Document layout analyzing: locate file elements (titles, text, pictures, etc.) by image segmentation. 
  • HousePrice-prediction: Predict the HousePrice in Feature Engineering & Advanced Regression. [Kaggle top 0.04%]
  • Flowers classification: Distributed training a CNN to classify 104 kinds of flower pictures. [Kaggle top 0.09%]
CV
Profil
W8pta5tkps8w1p7ljk0l

Zhao-Yang Zhuang (莊昭陽)

Experience with computer vision, deep learning. I am very passionate about design a novel DL model architecture for real world problems and hope to participate in more types of applications.

ML engineer  Data scientist

  [email protected]       https://www.linkedin.com/in/rogan-zhuang/

  https://github.com/ZhuangRogan

Educations

National Taiwan University

Civil Engineering, Computer-Aided Engineering Group (M.S. degree)

(2018 ~ 2020)

Master Thesis: 

Deep-learning method assisted crane for sway prediction: Recurrent Kalman Network.

University@2x

Work Experiences

(Automation Services Co., LTD.)  (AI/CV Engineer)

(Feb, 2021 - Oct, 2021)
  • The main developer of AI/CV algorithm.
  • Compiled the AI/CV part of automatic fabric inspection machine alone from scratch.

Research Experiences

Deep-learning method assisted crane for sway prediction : Recurrent Kalman Network   

(Dec, 2019 - Jun, 2020)

Robotic LAB, NTU & 祐彬 Construction Co., Ltd

  • Predicting the future position of a payload by RKN to assist in the automation of crane.
  • The state of the payload system can be inferred by the combined information between the image pixels.
Key achievement: Assists the automation of the crane in a new way, and does not require any physical parameters but only image data of the payload. RKN, the new time-series forecasting architecture will be 10x better than LSTM.

Tensorflow(Keras) OpenCV Python C/C++  Deep Learning 

The second generation of automatic fabric inspection machine 

 (Feb, 2021 - Apr, 2021)

Automation Services Co., LTD.

  • Detecting the defects on the textile by deep learning that efficiency is at least ten times of manual visual inspection.
  • Calculate the area and location of defects by semantic segmentation.
  • The prototype machine can detect the width of about two meters with eight cameras.

 C# Deep Learning

The third generation of automatic fabric inspection machine 

 (May, 2021 - Oct, 2021)

Automation Services Co., LTD.

  • Based on the second-generation inspection machine, all of the features are upgraded, such as image grabbing system, camera calibration system, deep learning framework, thread optimization, etc.
  • This mass production machine is online.
  • Not implemented using Tensorflow or Pytorch.

Key achievement: 100% detection of defects required by customers, 36x8 frames per second detection speed.

C# Deep Learning Cameras System Multithread Programming

Side Projects

  • Image automatic labeling: CNN-base object tracking by Siam-Net. [labeling 90x faster than manual]
  • Document layout analyzing: locate file elements (titles, text, pictures, etc.) by image segmentation. 
  • HousePrice-prediction: Predict the HousePrice in Feature Engineering & Advanced Regression. [Kaggle top 0.04%]
  • Flowers classification: Distributed training a CNN to classify 104 kinds of flower pictures. [Kaggle top 0.09%]