Machine learning for neural data
Representation learning, transformer models, and robust decoding methods for EEG, fNIRS, EMG, and intracranial recordings.
Research area → Nazarbayev University · Astana, Kazakhstan
Brain–machine
intelligence.
The Brain–Machine Intelligence Lab investigates machine learning for neural data and the design of brain–machine systems. We develop robust computational methods that connect neural signals with intelligent, assistive, and clinical technologies.
Research
Three connected research directions.
Our work brings AI and machine learning into dialogue with neural engineering, human–machine interaction, and translational neurotechnology.
Brain–machine interfaces
Neural decoding for communication, control, neurorehabilitation, and assistive robotic systems.
Research area →Clinical and translational NeuroAI
Data-driven approaches to epilepsy research, cortical mapping, and clinically relevant neural-signal analysis.
Research area → Selected work
Research outputs.
Recent publication · 2026
Multi-scale EEG feature decoding with Swin Transformers for subject-independent motor-imagery BCIs
Scientific Reports
Read publication ↗Open research software
Onset
A presurgical evaluation workbench for exploring synthetic intracranial EEG, comparing model rankings, and inspecting signal evidence.
Explore project ↗Research programme
Generalizable neural decoding
Methods that reduce calibration requirements and improve transfer across participants and recording sessions.
Research area → Current activity
Research, teaching, and open resources.
People
A collaborative research team.
BMI Lab brings together researchers and students working across machine learning, neural engineering, signal processing, and intelligent systems.
View peopleBerdakh Abibullaev, Ph.D.Principal Investigator
Current studentsDaniela Gabdullina · Aruzhan Nurmanova · Ramazan Zypayev · Almubdi Mutaikhan
AlumniStudents and members contributing to BMI research and education
Contact
Collaborate with BMI Lab.
For research collaboration, prospective students, and laboratory enquiries, contact the Brain–Machine Intelligence Lab at Nazarbayev University.
berdakh.abibullaev@nu.edu.kz