AI Research

Advancing Research with Custom AI Models

At HPAI Lab, we help researchers, health tech startups, and institutions build custom AI models for various applications including EEG analysis, fMRI interpretation, natural language processing, and more. Our team combines deep expertise in neuroscience, cognitive science, and AI engineering to create models that deliver meaningful insights from complex data.

What sets us apart is our ability to collect real human data in Vietnam, offering a cost-effective, ethically approved, and scalable model for researchers worldwide. This capability allows us to accelerate research timelines while reducing costs, making cutting-edge AI research more accessible.

Our Research Services

EEG & Neuroimaging AI

Custom AI models for analyzing EEG, fMRI, and other neuroimaging data to extract meaningful patterns and insights.

NLP & Text Analysis

Specialized language models for research applications, including medical text analysis, sentiment analysis, and more.

Data Collection Services

Ethical, efficient collection of human data including EEG, cognitive assessments, and psychological measures in Vietnam.

Research Analytics

Advanced analytics and visualization tools to help researchers interpret complex data and extract actionable insights.

Research Case Studies

Brain-Age Prediction Model

We developed a custom AI model for a neuroscience research team to predict brain age from EEG data, helping identify early markers of cognitive decline.

Challenge: Creating an accurate model with limited training data
Solution: Combined transfer learning with additional data collection in Vietnam
Result: 87% accuracy in predicting brain age, published in leading neuroscience journal

Mental Health Assessment AI

We built an AI system for a mental health tech startup to analyze speech patterns and identify markers of depression and anxiety.

Challenge: Creating a culturally sensitive model that works across different languages
Solution: Multilingual data collection and fine-tuning with domain experts
Result: Early detection system with 82% sensitivity, now in clinical trials

Our Research Process

Research Consultation

We begin with a thorough consultation to understand your research objectives, data requirements, and desired outcomes.

Data Strategy

We develop a comprehensive data strategy, including collection methods, ethical considerations, and preprocessing approaches.

Model Development

Our team designs and builds custom AI models tailored to your specific research questions and data characteristics.

Validation & Refinement

We rigorously validate models against gold standards and refine them based on expert feedback and performance metrics.

Implementation & Support

We provide comprehensive documentation, training, and ongoing support to ensure successful implementation in your research workflow.

What Researchers Say

HPAI Lab's data collection capabilities in Vietnam accelerated our research timeline by months. Their AI models extracted patterns from our EEG data that we hadn't been able to identify with traditional methods. A truly valuable research partner.

Dr. Sarah Johnson

Neuroscience Researcher, University of California