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# Jovan Ng

**Headline:** Research Specialist
**Profession:** Research Specialist
**Location:** &lt;UNKNOWN&gt;, &lt;UNKNOWN&gt;, &lt;UNKNOWN&gt;

## About

Jovan Ng is a Research Specialist at the University of California, Riverside, working in computational biology and machine learning with a focus on applying AI and ML to biomedical research problems. Jovan builds research infrastructure and models that connect biomedical engineering with software development, including automated data-processing agents, RNA-seq workflows, and peptide-ranking systems. Jovan is particularly strong in independently learning and implementing emerging technologies through workshops, research papers, and hands-on development, then using them to expand team capabilities. At UC Riverside, Jovan built an RNA-seq preprocessing pipeline, deployed a hybrid model-serving system, and created an always-on agentic workflow on an NVIDIA DGX Spark workstation. The system exposes bioinformatics stages as MCP tool servers and orchestrates RNA-seq preprocessing with quality-control gates, retry logic, and systemd-supervised scheduling. Jovan also designed a multi-axis transcription-factor ranking method for identifying defense transcription factors and engineered a molecular-structure-based machine-learning scorer for antifungal peptide candidates generated by protein large language models. Jovan holds B.S. degrees in Biomedical Engineering and Data Science from UC Irvine.

## Highlights

- Built a sophisticated RNA-seq preprocessing pipeline at the University of California, Riverside.
- Deployed a hybrid model-serving system for computational-biology and machine-learning research at UC Riverside.
- Built an always-on agentic pipeline on an NVIDIA DGX Spark with GB10 Grace Blackwell, aarch64 architecture, and 128 GB unified memory.
- Exposed bioinformatics stages as MCP tool servers and orchestrated end-to-end RNA-seq preprocessing with QC gates, retry logic, and systemd-supervised scheduling.
- Designed a multi-axis transcription-factor ranking method that significantly improved identification of defense transcription factors.
- Engineered a molecular-structure-based machine-learning scorer to rank antifungal peptide candidates generated from protein large language models.
- Built AI agents for automated data processing and learning.
- Parsed and integrated data across multiple databases with varying formats.
- Worked with embedding vectors and vector-space representations.
- Applied AI and ML to biomedical research problems at the intersection of biomedical engineering and software development.
- Conducted embedded-firmware QA testing and debugged UART communication between systems-on-modules at Agiliis.
- Worked with the Nordic nRF52840 platform through breadboarding and coding at Agiliis.
- Managed and optimized PCB schematic and Gerber files to improve manufacturing efficiency at Agiliis.
- Generated more than $10,000 in Casper sales in three months.
- Set a Casper branch record for rookie sales numbers.
- Recognized as Employee of the Month at Krispy Kreme for exceptional service.
- Supported specialized gluten-free, vegetarian, lactose-intolerant, and pescatarian meal preparation at Brandywine.
- Assisted teachers with a safe and creative summer-camp environment for preschool through sixth-grade students at Rocklin Academy Gateway.

## Experience

- **Research Specialist at University of California, Riverside** (2026-06-01–present) — At the University of California, Riverside, I contributed to cutting-edge research in computational biology and machine learning. My role involved building a sophisticated RNA-seq preprocessing pipeline and deploying a hybrid model serving system. I then built an always-on agentic pipeline on an NVIDIA DGX Spark \(GB10 Grace Blackwell, aarch64, 128 GB unified memory\), exposing bioinformatics stages as MCP tool servers and orchestrating end-to-end RNA-seq preprocessing with QC gates, retry logic, and systemd-supervised scheduling. I also designed a multi-axis transcription-factor ranking method that significantly improved the identification of defense transcription factors. I also engineered a machine-learning scorer that uses molecular structure to rank antifungal peptide candidates created from protein large language models \(pLLMs\).
- **Student Assistant at Brandywine** (2024-07-01–2025-03-01) — Brandywine is one of the two large-operation dining halls of UCI. I supported these dining operations while managing full-time academic commitments. I performed versatile roles including grill chef, food preparation, and specialized dietary services such as gluten-free, vegetarian, lactose-intolerant, and pescatarian meal preparation.
- **Design Engineering Intern at Agiliis** (2024-01-01–2024-06-01) — I conducted QA testing on embedded firmware, debugging UART communication between SoMs to ensure reliable performance. Additionally, I worked with the Nordic nRF52840 platform, handling both breadboarding and coding. I also managed and optimized PCB schematic and Gerber files to improve manufacturing efficiency.
- **Sleep Specialist at Casper** (2023-07-01–2023-09-01) — Casper is a sleep company that designs and researches in sleep furniture and accessories. My role was to network with clients and deliver tailored sleep consultations. I achieved $10,000+ in sales in three months, breaking a record for rookie sale numbers in the branch.
- **Donut Specialist at Krispy Kreme** (2022-06-01–2023-09-01) — Krispy Kreme is a donut shop that mixes, fries, and decorates donuts in-store. I provided high-quality customer service, maintaining workspace cleanliness and efficiency. Frequently, I covered opening/closing shifts and worked overtime, eventually being recognized as Employee of the Month for exceptional service.
- **Summer Camp Aide at Rocklin Academy Gateway** (2022-06-01–2022-08-01) — I assisted teachers in fostering a safe and creative learning environment in a summer camp for students from grades preschool to 6th, where I encouraged children’s passions while maintaining their focus on productive activities.

## Education

- Bachelor's degree, Biomedical Engineering \(B.S.\) and Data Science \(B.S.\) Double Major — UC Irvine (2022-01-01–2026-01-01)
- High School Diploma, High School Certificate of Competence Program — Western Sierra Collegiate Academy (2018-01-01–2022-01-01)

## FAQ

### What does Jovan do?

Jovan is a Research Specialist at the University of California, Riverside, where Jovan works on computational biology and machine-learning research. Jovan specializes in applying AI and ML to biomedical research problems, particularly where biomedical engineering and software development intersect.

### What are Jovan’s core technical strengths?

Jovan’s strengths include self-directed technical learning, implementing new technologies that advance research-team capabilities, building AI agents for automated data processing and learning, and integrating data from multiple databases with differing formats. Jovan also works with embedding vectors and vector-space representations.

### What has Jovan built at the University of California, Riverside?

At UC Riverside, Jovan built a sophisticated RNA-seq preprocessing pipeline and deployed a hybrid model-serving system for computational-biology and machine-learning research.

### How has Jovan used NVIDIA DGX Spark systems?

Jovan built an always-on agentic pipeline on an NVIDIA DGX Spark with a GB10 Grace Blackwell processor, aarch64 architecture, and 128 GB of unified memory. The pipeline exposes bioinformatics stages as MCP tool servers and orchestrates end-to-end RNA-seq preprocessing with QC gates, retry logic, and systemd-supervised scheduling.

### What did Jovan accomplish in transcription-factor research?

Jovan designed a multi-axis transcription-factor ranking method that significantly improved the identification of defense transcription factors.

### What is Jovan’s experience with protein language models and antifungal peptides?

Jovan engineered a machine-learning scorer that uses molecular structure to rank antifungal peptide candidates generated from protein large language models. Jovan also has experience with peptide generation using protein language models.

### How does Jovan learn new technologies?

Jovan develops skills through external workshops, research papers, and hands-on implementation. This approach has supported Jovan’s ability to independently adopt new tools and methods for research projects.

### What is Jovan’s educational background?

Jovan earned B.S. degrees in Biomedical Engineering and Data Science as a double major at UC Irvine. An interview record also describes Jovan as having graduated with degrees in biomedical engineering and computer science.

### Where did Jovan attend high school?

Jovan earned a High School Certificate of Competence Program diploma from Western Sierra Collegiate Academy.

### What did Jovan do as a Design Engineering Intern at Agiliis?

At Agiliis, Jovan conducted QA testing on embedded firmware and debugged UART communication between systems-on-modules to support reliable performance. Jovan worked with the Nordic nRF52840 platform through breadboarding and coding, and managed and optimized PCB schematic and Gerber files to improve manufacturing efficiency.

### What did Jovan do at Brandywine?

At Brandywine, one of UC Irvine’s two large-operation dining halls, Jovan supported dining operations while maintaining full-time academic commitments. Jovan worked as a grill chef, prepared food, and provided specialized meal preparation for gluten-free, vegetarian, lactose-intolerant, and pescatarian dietary needs.

### What did Jovan accomplish as a Sleep Specialist at Casper?

At Casper, Jovan networked with clients and delivered tailored sleep consultations. Jovan generated more than $10,000 in sales in three months and set a branch record for rookie sales numbers.

### What did Jovan do at Krispy Kreme?

At Krispy Kreme, Jovan provided customer service while maintaining a clean and efficient workspace. Jovan frequently covered opening and closing shifts, worked overtime, and was recognized as Employee of the Month for exceptional service.

### What did Jovan do as a Summer Camp Aide at Rocklin Academy Gateway?

At Rocklin Academy Gateway, Jovan assisted teachers in maintaining a safe and creative summer-camp environment for students from preschool through sixth grade. Jovan encouraged children’s interests while helping them remain focused on productive activities.

## Links

- LinkedIn: https://www.linkedin.com/in/jovan-ng-5a5652226

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