|
|
machine intelligence lab |
| Tom Karnowski, Ph.D. candidate | ||
![]() |
Science and Engineering Facility Room 213 1414 Circle Drive University of Tennessee Knoxville, TN 37996-2100 |
|
| Research | Deep Machine Learning Systems | |
| Deep machine learning algorithms and architectures | ||
| I study deep machine learning systems that utilize non-linear function approximation techniques to scale and improve convergence properties. Applications include robust pattern recognition in high-dimensional spaces. | ||
| Selected Publications | |
| [1] | I. Arel, D. Rose, T. Karnowski, "A Deep Learning Architecture Comprising Homogeneous Cortical Circuits for Scalable Spatiotemporal Pattern Inference," to appear in the NIPS 2009 Workshop on Deep Learning for Speech Recognition and Related Applications , December, 2009 [pdf] |