CakeResume Talent Search

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4-6 năm
6-10 năm
10-15 năm
Hơn 15 năm
Taichung City, Taiwan
Avatar of 施冠宇.
Avatar of 施冠宇.
Data engineer @H2 Inc.
2021 ~ Hiện tại
AI engineer, ML engineer, data scientist
Trong vòng ba tháng
on validation dataset. Accuracy 達到 93%, 已與醫師合作發表醫學 paper 3. Pathology案件 -建立 two stage segmentation model, stage one segmentation model 達到86% IOU, stage two segmentation model 達到 94% custom dice coefficient 學歷 清華大學 動力機械工程學系技能 Software AWS Airflow Dagster Docker Git Flask Pytorch Tensorflow DVC Languages Python SQL Bash-Shell script C/C++ Javascript Technical Skill Data Modeling Custom ETL Development Data Analysis System Resource Analysis AWS IaaS
Airflow
Docker
AWS
Đã có việc làm
Bật trạng thái tìm việc
Full-time / Quan tâm đến làm việc từ xa
4-6 năm
清華大學
動力機械工程學系
Avatar of the user.
Avatar of the user.
Senior AI Research/Engineer (part-time) @NeuroBonic Inc.
2022 ~ 2023
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
Trong vòng một tháng
Python
PyTorch
Machine Learning
Đã có việc làm
Bật trạng thái tìm việc
Full-time / Quan tâm đến làm việc từ xa
4-6 năm
National Yang Ming Chiao Tung University
Computer Science
Avatar of 林昭源 (Leo Lin).
Avatar of 林昭源 (Leo Lin).
資深經理 @緯創資通
2021 ~ Hiện tại
Technical Manager
Trong vòng sáu tháng
林昭源 (Leo Lin) 1. Two years of management experience. 2. More than 10 years of computer vision and deep learning/software architecture development experience. 3. Programming experience using python. 4. Good paper reading ability and practical ability 5. Familiar with computer vision, deep learning (CNN, Resnet, densnet, GAN), object detection (Yolo series, RCNN series), segmentation models (UNet, DensUNet). 6. Experience in semi-supervised or unsupervised learning (pesudo labeling, Voxmorph model). 7. Experience with Docker, Git, Jenkins DevOps. Education: National Taiwan University of Science and
Research
Unsupervised Learning
Computer Science
Đã có việc làm
Full-time / Quan tâm đến làm việc từ xa
10-15 năm
National Taiwan University of Science and Technology
Master's degree Computer Science and Information Engineering

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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
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Leadership
Ability to coach, guide, and inspire a team to achieve a shared goal or outcome effectively.
Hơn một năm
聚典資訊
2020 ~ 2020
Professional Background
Tình trạng hiện tại
Thất nghiệp
Tiến trình tìm việc
Professions
Software Engineer, Python Developer, Machine Learning Engineer
Fields of Employment
Trí tuệ nhân tạo/ Máy học, Phần mềm, Dịch vụ cung cấp thông tin
Kinh nghiệm làm việc
Dưới 1 năm
Management
Chưa có
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C
C++
Python
Deep Learning
Machine Learning
Image Processing
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Vị trí
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
Loại hình công việc
Full-time
Địa điểm
台灣台北, 台灣新北市, 台灣桃園, 台灣新竹, 台灣苗栗, 台灣台中
Làm việc từ xa
Quan tâm đến làm việc từ xa
Freelance
Không.
Học vấn
Trường học
國立台灣科技大學
Chuyên ngành
AI
In
H0bvduseiy8mnxwys76v
莊才賢,Cai-Xian(John) Zhuang

[email protected] 

+886-983-865-151 

About Me


  • I graduated from the master of AI group in National Taiwan University of Science and Technology. I like to use AI models to solve some problems that especially focus on computer vision and some image processing. 
  • I like to challenge the impossible, and I am curious about new knowledge. 
  • I am looking for a software engineer for a company where I can apply my abilities to help my team to achieve what clients want.

Education & Experience


National Taiwan University of Science and Technology, M.S., Electrical Engineering- AI, Jul. 2019 - Sep. 2021

  • Courses included: Machine Learning, Algorithm, Deep Learning, Image and Video Processing 
  • Research: Video-Based Blood Pressure Estimation Using Two-Step Learning in 3D-CNN 
Ret[AI]ling Data (聚典資訊), Computer Vision Intern, Jul. 2020- Sep. 2020

  • Predicting ages by faces achieves only 4.2 ages error.
  • Predicting gender by faces achieves approximately 98% accuracy.
Electrical Engineering, National Taipei University of Technology, B.S., Sep. 2015 - Jun. 2019

  • Subjects included: Program Designing, Control System, Deep Learning Application Machine Learning
  • Eighth place in the whole department

Skills


Language

  • Python 
  • C++ 
  • Arduino 
  • MATLAB


IDE/Editor Tool

  • Jupyter Notebook 
  • Spyder3 
  • PyCharm 
  • Code::Blocks 
  • Visual Studio
  • GitHub


Cloud Service & Database

  • Google Colab 
  • MySQL


Other Knowledge

  • AI (Artificial Intelligence)
  • Image Preprocessing
  • Algorithm


Projects


1.Video-Based Blood Pressure Estimation Using Two-Step Learning in 3D-CNN

We used only face frames to estimate blood pressure with a normal webcam. We proposed two training skills and a two-step learning method to reduce the loss. We finally achieve 6.95/6.53 mmHg (MAEs for SBP/DBP) and 7.50/6.29 (standard deviation for SBP/DBP) which pass the criteria of AAMI.

  • Language : Python
  • API : Pytorch, Matplotlib, Pandas, cv2, PIL

Paragraph image 00 00@2x

2.Voice to Sign Language Translation System

Customer says some words. Microphone will collect them. Computer will show the Sign Language films to the hearing-impaired people.

  • Language : Python
  • API : SpeechRecognition, jieba, Tkinter, cv2

Paragraph image 00 00@2x

3.The Simpsons Characters Recognition Challenge

We used Simpson dataset and CNN architecture as the model of training and prediction.

  • Language : Python
  • API : Keras, Matplotlib, Pandas, sklearn, cv2

Paragraph image 00 00@2x

4.Score Your Face

We used SCUT-FBP5500_v2 dataset and ResNet50 architecture as the model of training and score people’s faces.

  • Language : Python
  • API : Keras, Matplotlib, Pandas, sklearn, cv2 

Paragraph image 00 00@2x

5.Smart Parking Lot

We combined Arduino and Python to build Smart Parking Lot. We used Arduino to be our warning light, sensors, motors and management system. Using Python to  detect and identify license plate.

  • Language : Arduino, Python
  • API : Keras, Matplotlib, Pandas, sklearn, cv2

Paragraph image 02 00@2x

Contests


  • Participate in 2019 11th IT help ironman competition (AI & Data) 
  • 2018 NTUT Senior Project Contest - The High Distinction Award 
  • Participate in 2017 TEL Robot Combat final contest(東京威力科創機器人大賽)

Resume
Hồ sơ của tôi
H0bvduseiy8mnxwys76v
莊才賢,Cai-Xian(John) Zhuang

[email protected] 

+886-983-865-151 

About Me


  • I graduated from the master of AI group in National Taiwan University of Science and Technology. I like to use AI models to solve some problems that especially focus on computer vision and some image processing. 
  • I like to challenge the impossible, and I am curious about new knowledge. 
  • I am looking for a software engineer for a company where I can apply my abilities to help my team to achieve what clients want.

Education & Experience


National Taiwan University of Science and Technology, M.S., Electrical Engineering- AI, Jul. 2019 - Sep. 2021

  • Courses included: Machine Learning, Algorithm, Deep Learning, Image and Video Processing 
  • Research: Video-Based Blood Pressure Estimation Using Two-Step Learning in 3D-CNN 
Ret[AI]ling Data (聚典資訊), Computer Vision Intern, Jul. 2020- Sep. 2020

  • Predicting ages by faces achieves only 4.2 ages error.
  • Predicting gender by faces achieves approximately 98% accuracy.
Electrical Engineering, National Taipei University of Technology, B.S., Sep. 2015 - Jun. 2019

  • Subjects included: Program Designing, Control System, Deep Learning Application Machine Learning
  • Eighth place in the whole department

Skills


Language

  • Python 
  • C++ 
  • Arduino 
  • MATLAB


IDE/Editor Tool

  • Jupyter Notebook 
  • Spyder3 
  • PyCharm 
  • Code::Blocks 
  • Visual Studio
  • GitHub


Cloud Service & Database

  • Google Colab 
  • MySQL


Other Knowledge

  • AI (Artificial Intelligence)
  • Image Preprocessing
  • Algorithm


Projects


1.Video-Based Blood Pressure Estimation Using Two-Step Learning in 3D-CNN

We used only face frames to estimate blood pressure with a normal webcam. We proposed two training skills and a two-step learning method to reduce the loss. We finally achieve 6.95/6.53 mmHg (MAEs for SBP/DBP) and 7.50/6.29 (standard deviation for SBP/DBP) which pass the criteria of AAMI.

  • Language : Python
  • API : Pytorch, Matplotlib, Pandas, cv2, PIL

Paragraph image 00 00@2x

2.Voice to Sign Language Translation System

Customer says some words. Microphone will collect them. Computer will show the Sign Language films to the hearing-impaired people.

  • Language : Python
  • API : SpeechRecognition, jieba, Tkinter, cv2

Paragraph image 00 00@2x

3.The Simpsons Characters Recognition Challenge

We used Simpson dataset and CNN architecture as the model of training and prediction.

  • Language : Python
  • API : Keras, Matplotlib, Pandas, sklearn, cv2

Paragraph image 00 00@2x

4.Score Your Face

We used SCUT-FBP5500_v2 dataset and ResNet50 architecture as the model of training and score people’s faces.

  • Language : Python
  • API : Keras, Matplotlib, Pandas, sklearn, cv2 

Paragraph image 00 00@2x

5.Smart Parking Lot

We combined Arduino and Python to build Smart Parking Lot. We used Arduino to be our warning light, sensors, motors and management system. Using Python to  detect and identify license plate.

  • Language : Arduino, Python
  • API : Keras, Matplotlib, Pandas, sklearn, cv2

Paragraph image 02 00@2x

Contests


  • Participate in 2019 11th IT help ironman competition (AI & Data) 
  • 2018 NTUT Senior Project Contest - The High Distinction Award 
  • Participate in 2017 TEL Robot Combat final contest(東京威力科創機器人大賽)