Matthew Lee
Machine Learning Engineer And Ops
Summary
Machine Learning Engineer with 8+ years of experience delivering AI solutions across healthcare, edge computing, and SaaS. Skilled in computer vision, time-series analysis, and large language model integration using Python, TensorFlow, OpenCV, and ONNX. Recognized for quickly adapting to new technologies and translating research into scalable, real-time production systems
Overview
9
9
years of professional experience
4
4
Certifications
Work History
MLOPs Engineer
Smart AI Connect
04.2022 - 09.2025
- Configured and deployed machine learning models to edge AI camera networks, enhancing real-time data processing.
- Developed applications using Python, .NET, and React, ensuring seamless integration across platforms.
- Utilized OpenCV, TensorFlow, and ONNX for advanced image analysis and LLM integration, driving innovation in AI solutions.
Data Scientist
Datarwe
03.2020 - 04.2022
- Developed a predictive model for septic shock using advanced time series analysis techniques.
- Conducted ECG analysis to classify abnormal arrhythmias, enhancing diagnostic accuracy.
- Implemented AWS CI/CD setup for a deidentification pipeline, ensuring the security of sensitive medical data.
- Created an interactive medical dashboard to visualize analytic results from multiple models, improving data accessibility for stakeholders.
Associate
Alkademi (The AI Academy)
09.2018 - 04.2022
- Mentored undergraduate cadets in the AI Academy program, focusing on machine learning research and development.
- Designed and implemented a custom curriculum tailored to students' interests, enhancing their learning experience.
- Guided students through the deployment of machine learning projects, fostering practical skills in AI applications.
Machine Learning Engineer
Augmented Intelligence
07.2017 - 03.2020
- Developed edge devices for ECG recording and storage in AWS cloud, enhancing data accessibility.
- Utilized AWS Greengrass, AWS Lambda, and AWS S3 with Raspberry Pi devices for seamless integration.
- Implemented real-time ECG peak detection to improve monitoring efficiency and accuracy.
Software Engineer
Dreamz.AI
05.2016 - 07.2017
- Designed an advanced recommendation system based on user preferences to provide personalized travel suggestions.
Education
Bachelor's Degree - Information Technology (Honours)
Griffith University
01.2019
Bachelor's Degree - Information Technology and Multimedia
Griffith University
01.2018
Skills
- Machine learning engineering
- Integration and deployment
- Project planning and management
- Research
- Software engineering
- Python, Tensorflow, Pytorch, Onnx
- AWS, Google Cloud and Azure experience
Publications
CardioTox net: a robust predictor for hERG channel blockade based on deep learning meta-feature ensembles
Journal of Cheminformatics · Aug 1, 2021
Awards
ANZICS Core Datathon 2018 Winner
School of Information & Communication Technology Combined Programs Prize
Awarded to the Griffith University student who has graduated with the highest GPA in the Bachelor of Information Technology/Bachelor of Multimedia.
Griffith Award for Academic Excellence - 2019
Griffith Award for Academic Excellence - 2018
Griffith Award for Academic Excellence - 2017
Certification
[Coursera] Convolutional Neural Networks
Affiliations
Gold Coast Artificial Intelligence and Machine Learning Group (GCAIML)
Co-founded a community group dedicated to advancing AI and machine learning. Designed and delivered workshops, presentations, and networking events that brought together students, professionals, and researchers to share knowledge and collaborate on emerging technologies.
Griffith Innovate Labs
Co-founded a student-led innovation hub focused on technology, entrepreneurship, and applied projects. Led workshops, coordinated collaborative projects, and hosted live-streamed events to engage the wider community and promote hands-on learning.
Timeline
MLOPs Engineer
Smart AI Connect
04.2022 - 09.2025
Data Scientist
Datarwe
03.2020 - 04.2022
Associate
Alkademi (The AI Academy)
09.2018 - 04.2022
[Coursera] Convolutional Neural Networks
03-2018
[Coursera] Neural Networks and Deep Learning
11-2017
[Coursera] Improving Deep Neural Networks: Hyperparameter tuning, Regularization and Optimization
10-2017
[Coursera] Structuring Machine Learning Projects
10-2017
Machine Learning Engineer
Augmented Intelligence
07.2017 - 03.2020
Software Engineer
Dreamz.AI
05.2016 - 07.2017
Bachelor's Degree - Information Technology (Honours)
Griffith University
Bachelor's Degree - Information Technology and Multimedia
Griffith University
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