Gavin Jang

AI Engineer

  Taichung City, Taiwan

Highly skilled in Machine/ Deep Learning, Statistics, Time Series Analysis, and Multivariate Analysis. Have built a WaveGAN model for generating 12 LEADs ECG signals and a U-Net model for reconstructing 12 LEADs ECG signals.

 

Accomplishments

  • De-Noising Auto-Encoder for ECG Signals
  • U-Net for Reconstructing 12 LEADs ECG Signals 
  • WaveGAN for Generating 12 LEADs ECG Signals 
  • Deep Learning Model for Heart Disease Diagnosis 
  • AI-Based Blood Sugar Detection with ECG Signals 
  • Data Visualization and Deep Learning Model for Deep-Sea Fishery

Work History

AI Engineer

Revlis Biotech Co., Ltd., Yunlin County, Taiwan

Since Jul 2022

  • Proven ability to learn quickly and adapt to new situations.
  • Strengthened communication skills through regular interactions with others.
  • Used strong analytical and problem-solving skills to develop effective solutions for challenging situations. 
  • Paid attention to detail while completing assignments.
  • Built U-Net model for reconstructing 12 LEADs ECG signals.
  • AI-based heart disease diagnosis model with LSTM, TCN, and/or attention layer architecture.
  • Built WaveGAN model for augmenting 12 LEADs ECG data.
  • Auto-encoder model for ECG de-noising.
  • Maintain backend testing server.

Project Manager

Fair Well Fishery Co., Ltd., Kaohsiung City, Taiwan

Apr 2019 - Sep 2020

  • Collaborated with CLS France for data analysis and visualization. Also built Machine Learning Model for Purse Seiner in West / Central Pacific.
  • Took active role in controlling budget of fishing access fees. As result, cost-saving is over 2 million USD for 2020.
  • Negotiation of bilateral agreements with South Pacific Islands Countries.

Research Assistant

Department Of Marine Resources, NSYSU, Kaohsiung City, Taiwan

Oct 2010 - Sep 2018

  • Multivariate Analysis and Compose Survey Report. 
  • Managed 18 surveillance projects in 8 years. 
  • Coordinated with Environment and Construction Authority to proceed monitoring projects.

Education

2005 - 2009

Master of Science

National Sun Yat-Sen University

Biological Oceanography, Multivariate Analysis, Time Series Analysis

2001 - 2005

Bachelor of Science 

National Sun Yat-Sen University

Oceanography

Skills

Certificate

   Deep Learning      Machine Learning      Statistics      Multivariant Analysis      Python      SPSS      SAS      PyTorch      Tensorflow/Keras      Scikit-Learn      Matplotlib      Seaborn   

1. Python from the Beginning / Udemy

2. Python A-Z / Udemy

3. Machine Learning A-Z / Udemy

4. Deep Learning A-Z / Udemy

5. TensorFlow 2.0 using Keras API / Udemy

6. AI for Business / Udemy

Language 

   Chinese - First Language       English - Advanced   

Other Achievements 

World Shootout Underwater Photo Grand Prix, 2015: Semi-Final

International Photography Award, 2017 Non-Professional: Honorable Mention

If I have seen further it is by standing on the shoulders of giants.— Isaac Newton