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National Taiwan University
Avatar of 林奕勳.
Avatar of 林奕勳.
人工智慧工程師 @玉山銀行智能金融處 (Intelligent Finance Dept., E-SUN Bank )
2020 ~ Presente
Machine Learning Researcher / Engineer
En un mes
Jeffrey Lin ( 林奕勳 ) ESUN Bank, Intelligent Finance Technology Department, AI Engineer focusing on Enterprise-Level ML Frameworks and Design Patterns [email protected] TW, Taipei CAREER SUMMARY 6+ years of deep learning research and development experience, with a strong ability in prototyping, evaluation, and deployment of models, in both academical and industrial environment. 2+ years of financial AI development experience, specialized in the design of python API, SDK, and framework for optimizing the deployment flow of data science, ETL, and machine learning pipelines. 1+ year of participation in the technology management
Research
Music Information Retrieval
Natural Language Processing
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A tiempo completo / Interesado en trabajar a distancia
De 4 a 6 años
National Taiwan University
Graduate Institute of Communication Engineering

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En un plazo de tres meses
Senior Algorithm Engineer
DOINT
2021 ~ 2023
Hsinchu City, 台灣
Professional Background
Situación actual
Desempleado
Progreso en la búsqueda de empleo
Professions
C,C++ Developer, Python Developer, Machine Learning Engineer
Fields of Employment
Experiencia laboral
De 4 a 6 años experiencia laboral (6-10 años relevante)
Management
I've had experience in managing 1-5 people
Habilidades
Python
Machine Learning
C++
C
Idiomas
English
Intermedio
Job search preferences
Posición
Software engineer, Image Processing engineer, Algorithm engineer
Tipo de trabajo
A tiempo completo
Ubicación
Hsinchu City, 台灣
A distancia
Interesado en trabajar a distancia
Freelance
Educación
Escuela
National Taiwan University
Mayor
Communication Engineering
Imprimir
Jfxgt6avgloidxosyoqr

NengChien Wang

Collaborative and skilled software/algorithm engineer with six years of experience in approaching software development challenges with a positive and solutions-oriented mindset. 


I have expertise in AI software stack and possess significant experience in software infrastructure development, particularly in building distributed inference systems. Throughout my career, I have successfully completed multiple projects encompassing various areas such as object detection, object tracking, face recognition, social distancing estimation, license plate recognition, image stitching, keyword spotting, automatic speech recognition, and more.


At my company, I am known as the go-to problem solver who is always looking to innovate and find efficient solutions. I thrive on expanding my knowledge of coding and the challenge of being an algorithm engineer truly brings me passion in my work.

     

Senior Software/Algorithm Engineer

Taipei, Taiwan
[email protected]

Skills


Programming Lang.

C/C++ 

Python 

Shell Script 

CMake


Tool

Git 

Docker 

Doxygen 

Swig (API for python from C++)

OpenCV

OpenCL

Linux


Skill

multi-threads

distributed computing

serialization/deserialization

CICD

data version control (DVC)

MLOps




Image Processing

PCA

Interactive Segmentation

Connected Component

Image Stitching

Direct Linear Transformation

Kalman Filter (Tracking)

SIFT

Hough

HoG

Image Deblurring

Depth Estimation

ISP



Machine Learning

Framework Transformation

Data Augmentation

Transfer Learning

Model Pruning

Model Quantization

Performance Evaluation

Parameter Fine-tuning

Model : SVM, LeNet, AlexNet, VGG, GoogLeNet, SSD, YOLO, MobileNet, ShuffleNet, FaceNet, Xception, MatrixNet, CenterNet, CSPNet, M2Det, EfficientNet/Det


Projects

HPC

Keyword Spotting

Automatic Speech Recognition

Distributed Inference System

Social Distancing Estimation (Lidar)

Object Tracking

Object Detection

Automatic License Plate Recognition Optical Character Recognition (OCR)

Multi-Camera Object Tracking (Image Stitching) 

Voice Keywords Detection

Face Recognition

Blur Detection

People Counting

Over the Wall Detection

Automated Optical Inspection(AOI)

Interactive Segmentation(for ROI)

Web crawler


Work Experience

Senior Engineer(VicoreLogic) Dec 2023 - Now

1. Enhance the Image Signal Processor (ISP) algorithm, especially in 2D/3D noise reduction. Leverage cutting-edge techniques from both deep learning and image processing for a comprehensive improvement.

2. Tuning of parameters to achieve optimal image quality.


Principle Engineer(Fitipower) May 2023 - Dec 2023

1. Established standardized software development process for SW AI team.

2. Refined the code of projects involving TinyML and TVM to enhance reusability and readability.

3. Designed and developed an AI Audio System from scratch, including the conversion of the program into C code for FPGA implementation, and integrated Keyword Spotting (KWS) and Automatic Speech Recognition (ASR) functionalities.


Senior Software Engineer(Deep Ocean International) Mar 2021 - Feb 2023

1. Develop a complex distributed inference system software product, starting from the conceptual design stage and guiding the project through all phases, from development to successful release of our first-generation product(NPU). (core libraries, python API, c++ API, and documents)  [python, c/c++, , shell script, cmake]

2. Implemented CI processes for several modules. [python, shell script, git]

3. Developed multiple operational test flows for various OP. [c/c++, python]

4. Develop some passes for reconstructing the combination of OPs to make new model compatible with our chip. [python]


Reason for leaving: The company went bankrupt and I was forced to leave my position.


Senior Al Engineer(ViewSonic)  Oct 2020 - Mar 2021

Develop a social distancing estimation project from the ground up, utilizing C++ programming language and incorporating both camera and lidar technologies. The project will be optimized for embedded devices. [c/c++, python]


Reason for leaving: Headhunter offered me a job with more competitive salary.


Senior Al Engineer(BOVIA)  June 2020 - Oct 2020

Led AI teams in developing computer vision algorithms for embedded systems, while also establishing standard operating procedures for training machine learning models. Notable projects include:

1. License plate recognition [c/c++, python] 

2. Vehicle tracking [python]

3. Trash throw detection [python]

4. Customized augmentation tools [python]

5. Porting algorithms to embedded devices - Android Phone and JetsonNano.[c/c++] 

6. Transferring models between different frameworks such as Darknet, ONNX, TensorFlow, SNPE, and TensorRT. [python, c/c++]


Reason for leaving: I was offered a new opportunity by a former manager who has recruited me to join ViewSonic.


Senior Algorithm Engineer(Leedarson)  Aug 2019 - June 2020

Develop the computer vision algorithm for the IoT products. Implement and adjust the latest deep learning model for solving the object detection problems, and evaluate those performances. The project I've been in charge of are listed below. [python]

1. Object Detection/Classification. 

2. Object Tracking. 

3. Interactive Image Segmentation with GUI for intelligent ROI system.

4. Data Augmentation Tools with GUI. 

5. Blur Detection on the image of the human face. 

6. People Counting with GUI.

7. Establish an efficient standard procedure on training neural network models from data processing to model evaluation.

8. Over the Wall detection with GUI.

9. Web Crawler


Reason for leaving: The office of company in Hsinchu was closed.


Algorithm Engineer(Gooee)  May. 2019 - Aug. 2019 

Develop state-of-the-art algorithms in the field of the multi-camera system. I've been handled with the projects below. [c/c++, python]

1. Image Stitching. 

2. Object matching for multi-camera. 


Reason for leaving: The company went bankrupt.


Algorithm Engineer(Huperlab)  Nov. 2017 - Mar. 2019

Develop the algorithm on the system of surveillance cameras by utilizing image processing and deep learning. I've been in charge of the projects as below: [c/c++, python]

1. People Counting 

2. License Plate Recognition 

3. Big Data Analysis



Education

Master(Communication Engineering - National Taiwan University), 2013 - 2016

I have published four conference papers about computer vision. I develop the innovative algorithm in image processing, as below:

1. Increase the efficiency of deblurring the high-resolution image with 30-50% 

2. Image recovering and depth estimation in Multi-camera. 

3. Recover the motion-blurred image by utilizing the accelerometer.

Bachelor(Communication Engineering - National Central University), 2007 - 2012


Publication


1. “Image deblurring via block-based non-blind deconvolution algorithm.” Computer Vision, Graphics, and Image Processing, Yilan, Taiwan. 

2. “Image deblurring by accelerometers of mobile phones.” Computer Vision, Graphics, and Image Processing, Yilan, Taiwan. 

3. “Efficient image deblurring via blockwise non-blind deconvolution algorithm.” International Conference on Information, Communications and Signal Processing, Singapore, Dec. 2015. 

4. “Morphology-based disparity estimation and rendering algorithm for light field images.” IEEE International Conference on Consumer Electronics-Taiwan, Nantou, Taiwan, May 2016.

Resume
Perfil
Jfxgt6avgloidxosyoqr

NengChien Wang

Collaborative and skilled software/algorithm engineer with six years of experience in approaching software development challenges with a positive and solutions-oriented mindset. 


I have expertise in AI software stack and possess significant experience in software infrastructure development, particularly in building distributed inference systems. Throughout my career, I have successfully completed multiple projects encompassing various areas such as object detection, object tracking, face recognition, social distancing estimation, license plate recognition, image stitching, keyword spotting, automatic speech recognition, and more.


At my company, I am known as the go-to problem solver who is always looking to innovate and find efficient solutions. I thrive on expanding my knowledge of coding and the challenge of being an algorithm engineer truly brings me passion in my work.

     

Senior Software/Algorithm Engineer

Taipei, Taiwan
[email protected]

Skills


Programming Lang.

C/C++ 

Python 

Shell Script 

CMake


Tool

Git 

Docker 

Doxygen 

Swig (API for python from C++)

OpenCV

OpenCL

Linux


Skill

multi-threads

distributed computing

serialization/deserialization

CICD

data version control (DVC)

MLOps




Image Processing

PCA

Interactive Segmentation

Connected Component

Image Stitching

Direct Linear Transformation

Kalman Filter (Tracking)

SIFT

Hough

HoG

Image Deblurring

Depth Estimation

ISP



Machine Learning

Framework Transformation

Data Augmentation

Transfer Learning

Model Pruning

Model Quantization

Performance Evaluation

Parameter Fine-tuning

Model : SVM, LeNet, AlexNet, VGG, GoogLeNet, SSD, YOLO, MobileNet, ShuffleNet, FaceNet, Xception, MatrixNet, CenterNet, CSPNet, M2Det, EfficientNet/Det


Projects

HPC

Keyword Spotting

Automatic Speech Recognition

Distributed Inference System

Social Distancing Estimation (Lidar)

Object Tracking

Object Detection

Automatic License Plate Recognition Optical Character Recognition (OCR)

Multi-Camera Object Tracking (Image Stitching) 

Voice Keywords Detection

Face Recognition

Blur Detection

People Counting

Over the Wall Detection

Automated Optical Inspection(AOI)

Interactive Segmentation(for ROI)

Web crawler


Work Experience

Senior Engineer(VicoreLogic) Dec 2023 - Now

1. Enhance the Image Signal Processor (ISP) algorithm, especially in 2D/3D noise reduction. Leverage cutting-edge techniques from both deep learning and image processing for a comprehensive improvement.

2. Tuning of parameters to achieve optimal image quality.


Principle Engineer(Fitipower) May 2023 - Dec 2023

1. Established standardized software development process for SW AI team.

2. Refined the code of projects involving TinyML and TVM to enhance reusability and readability.

3. Designed and developed an AI Audio System from scratch, including the conversion of the program into C code for FPGA implementation, and integrated Keyword Spotting (KWS) and Automatic Speech Recognition (ASR) functionalities.


Senior Software Engineer(Deep Ocean International) Mar 2021 - Feb 2023

1. Develop a complex distributed inference system software product, starting from the conceptual design stage and guiding the project through all phases, from development to successful release of our first-generation product(NPU). (core libraries, python API, c++ API, and documents)  [python, c/c++, , shell script, cmake]

2. Implemented CI processes for several modules. [python, shell script, git]

3. Developed multiple operational test flows for various OP. [c/c++, python]

4. Develop some passes for reconstructing the combination of OPs to make new model compatible with our chip. [python]


Reason for leaving: The company went bankrupt and I was forced to leave my position.


Senior Al Engineer(ViewSonic)  Oct 2020 - Mar 2021

Develop a social distancing estimation project from the ground up, utilizing C++ programming language and incorporating both camera and lidar technologies. The project will be optimized for embedded devices. [c/c++, python]


Reason for leaving: Headhunter offered me a job with more competitive salary.


Senior Al Engineer(BOVIA)  June 2020 - Oct 2020

Led AI teams in developing computer vision algorithms for embedded systems, while also establishing standard operating procedures for training machine learning models. Notable projects include:

1. License plate recognition [c/c++, python] 

2. Vehicle tracking [python]

3. Trash throw detection [python]

4. Customized augmentation tools [python]

5. Porting algorithms to embedded devices - Android Phone and JetsonNano.[c/c++] 

6. Transferring models between different frameworks such as Darknet, ONNX, TensorFlow, SNPE, and TensorRT. [python, c/c++]


Reason for leaving: I was offered a new opportunity by a former manager who has recruited me to join ViewSonic.


Senior Algorithm Engineer(Leedarson)  Aug 2019 - June 2020

Develop the computer vision algorithm for the IoT products. Implement and adjust the latest deep learning model for solving the object detection problems, and evaluate those performances. The project I've been in charge of are listed below. [python]

1. Object Detection/Classification. 

2. Object Tracking. 

3. Interactive Image Segmentation with GUI for intelligent ROI system.

4. Data Augmentation Tools with GUI. 

5. Blur Detection on the image of the human face. 

6. People Counting with GUI.

7. Establish an efficient standard procedure on training neural network models from data processing to model evaluation.

8. Over the Wall detection with GUI.

9. Web Crawler


Reason for leaving: The office of company in Hsinchu was closed.


Algorithm Engineer(Gooee)  May. 2019 - Aug. 2019 

Develop state-of-the-art algorithms in the field of the multi-camera system. I've been handled with the projects below. [c/c++, python]

1. Image Stitching. 

2. Object matching for multi-camera. 


Reason for leaving: The company went bankrupt.


Algorithm Engineer(Huperlab)  Nov. 2017 - Mar. 2019

Develop the algorithm on the system of surveillance cameras by utilizing image processing and deep learning. I've been in charge of the projects as below: [c/c++, python]

1. People Counting 

2. License Plate Recognition 

3. Big Data Analysis



Education

Master(Communication Engineering - National Taiwan University), 2013 - 2016

I have published four conference papers about computer vision. I develop the innovative algorithm in image processing, as below:

1. Increase the efficiency of deblurring the high-resolution image with 30-50% 

2. Image recovering and depth estimation in Multi-camera. 

3. Recover the motion-blurred image by utilizing the accelerometer.

Bachelor(Communication Engineering - National Central University), 2007 - 2012


Publication


1. “Image deblurring via block-based non-blind deconvolution algorithm.” Computer Vision, Graphics, and Image Processing, Yilan, Taiwan. 

2. “Image deblurring by accelerometers of mobile phones.” Computer Vision, Graphics, and Image Processing, Yilan, Taiwan. 

3. “Efficient image deblurring via blockwise non-blind deconvolution algorithm.” International Conference on Information, Communications and Signal Processing, Singapore, Dec. 2015. 

4. “Morphology-based disparity estimation and rendering algorithm for light field images.” IEEE International Conference on Consumer Electronics-Taiwan, Nantou, Taiwan, May 2016.