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As a highly experienced Data Scientist and AI Engineer, I have built various models that effectively address real-world challenges in diverse industries. My accomplishments include an ARIMA model for forecasting shrimp fishery in west Taiwan, a DNN model for deep-sea fishery in the West/Central Pacific, Auto-Encoder models for reconstructing and de-noising ECG signals, a WaveGAN model for generating ECG signals, a BERT-like self-supervised ECG model, and a multimodal LLM for ECG signal analysis.
Accomplishments- Multimodal LLM for ECG Signal Analysis
- BERT-like Self-Supervised ECG model
- 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 Multimodal LLM for ECG Signal Analysis
- Built BERT-like Self-supervised ECG Model
- 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 Large Language Models (LLM) BERT JoLT Time Series Analysis
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
7. Git/GitHub/GitLab A-Z / Udemy
8. Artificial Intelligence A-Z / 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
As a highly experienced Data Scientist and AI Engineer, I have built various models that effectively address real-world challenges in diverse industries. My accomplishments include an ARIMA model for forecasting shrimp fishery in west Taiwan, a DNN model for deep-sea fishery in the West/Central Pacific, Auto-Encoder models for reconstructing and de-noising ECG signals, a WaveGAN model for generating ECG signals, a BERT-like self-supervised ECG model, and a multimodal LLM for ECG signal analysis.
Accomplishments- Multimodal LLM for ECG Signal Analysis
- BERT-like Self-Supervised ECG model
- 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 Multimodal LLM for ECG Signal Analysis
- Built BERT-like Self-supervised ECG Model
- 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 Large Language Models (LLM) BERT JoLT Time Series Analysis
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
7. Git/GitHub/GitLab A-Z / Udemy
8. Artificial Intelligence A-Z / 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