SCIENCE AND ENGINEERING USING COMPUTERS
how can AI support mission objectives?
Artificial intelligence is poised to make huge impacts across
all human activities. While we have made amazing advances in a handful of well-studied
problems, translating these advances to unique mission domains remains challenging.
I spend much of my time thinking about how to develop neural networks that work
well with limited and unusual data, and I develop tools using these models to
help provide accurate, reliable and actionable information.
bryan kolaczkowski
Bryan lives in Albuquerque NM, where he uses AI and
machine learning to help support data analysis and complex decision-making
across a wide variety of problems. Bryan develops AI models from the
ground up, incorporating domain knowledge and a deep understanding of statistical
modeling to craft approaches uniquely suited to the particular concerns and
objectives of each project. When he's not building and evaluating neural
networks, Bryan enjoys hiking, jazz, video games and cappuccino.
I'm good at:
neural networks
application development
generative adversarial networks
ai privacy
MY WORK
I have worked on a variety of AI projects and systems, including
- pytorch, tensorflow
- convolutions, transformers
- quantization, edge devices
- object localization, classification
- generative adversarial networks
- anomaly detection
- learning optimization
- images
- genomic sequences
- network traffic data
- time series data
- AI privacy
