Python
Gavin Jang
AI Engineer
Taichuang City,Taiwan
Quote
If I have seen further it is by standing on the shoulders of giants.
Isaac Newton
Summary
Highly skilled in Machine/ Deep Learning Algorithm, Statistics, Time Series Analysis, and Multivariate Analysis. Have built a WaveGAN model for generating 12 LEADs ECG signal and an 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
Overview
10
10
years of professional experience
8
8
years of post-secondary education
5
5
Certificates
Work History
AI Engineer
Revlis Biotech Co. Ltd.
Yunlin County, Taiwan
07.2022 - Current
- 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
- Follow up physical oceanography indexes for forecasting fishing ground shifting and making strategy of purchasing fishing days(VDS).
- Took active role in controlling budget of VDS, cost-saving is over 2 million USD for 2020.
- Negotiation of bilateral agreement.
- Collaborated with CLS France for data analysis and visualization, also built Machine Learning Model for Purse Seiner in West / Central Pacific.
Research Assistant
Department Of Marine Resources, NSYSU
Kaohsiung City, Taiwan
Oct.2010 - Sep.2018
- Organize and implement biological oceanography monitoring / evaluation for construction and development of coastal areas.
- Coordinated with Environment Authority and Construction Authority to proceed monitor/evaluation projects.
- Managed 18 environmental monitoring/evaluation projects in 8 years.
- Multivariate analysis and compose report.
Education
Master of Science - : Biological Oceanography, Multivariate/Time-Series Analysis
National Sun Yat-Sen University
Kaohsiung City, Taiwan Sep.2005 - Jun.2009
Bachelor of Science - : Oceanography
National Sun Yat-Sen University
Kaohsiung City, Taiwan Sep.2001 - Jun.2005
Skills
Deep Learning
undefinedSoftware
SAS
SPSS
PyTorch
TensorFlow 2x with Keras API
Scikit-learn
Certification
Python for Data Science / Udemy
Work Availability
monday
tuesday
wednesday
thursday
friday
saturday
sunday
morning
afternoon
evening
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Interests
Scuba Diving
Underwater Photography
Watch Musicals
Other Achievement
- World Shootout Underwater Photo Grand Prix, 2015: Seim-Final
- International Photography Award, 2017 Non-Professional: Honorable Mention
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