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Kanishka Tyagi, Ph.D.
Image Processing and Neural Networks Lab
Department of Electrical Engineering
The University of Texas at Arlington
firstname.lastname at mavs.uta.edu
Howdy ,
I graduated from my Ph.D. in Fall'17 and joined Aptiv as machine learning autonomous driving scientist in Agoura Hills office.
I am a Ph.D. student at IPNNL under the excellent tutelage of Dr.Michael Manry. I like to spend my time on research in Machine Learning and Data Mining algorithms. I have a formal industrial and academic background in Embedded systems and love to use my multi-disciplinary skills on challenging problems.
Research Interests:
More specifically, my research covers the following topics :
Tasks : Unsupervised, supervised, self-taught learning, clustering for high dimensional data, extreme classification.
Models: Second-order neural networks, deep learning algorithms, autoencoders.
Application: Object detection, automatic music tagging, scene classification.
Timeline:
Fall 2017 - Defended Ph.D. dissertation :)
Fall 2016 - Three papers accepted in IJCNN'16 at Vancouver, Canada.
Summer 2016 - worked as summer intern in cerebra team at Google research.
Summer 2015 - Worked as machine learning development intern in Statistics and Machine Learning toolbox team at The Mathworks, Natick, MA.
Summer 2014 - Paper published in IJCNN'15 titled "An efficient conjugate gradient-based learning algorithm for multiple optimal learning factors of multilayer perceptron neural network".
Spring 2014 - Long due paper published in ICPRAM titled "LDA Optimal Conjugate Gradient algorithm for the generalization of Linear Discriminant Analysis based on L1 norm".
Fall 2013 - Started working on Second Order Deep Learning algorithms.
Summer 2013- Worked as Visiting researcher at Music and Audio Research Lab at Seoul National University with Dr.Kyogu Lee on a topic I wanted to work for a long time, Music processing with Machine Learning.
Fall 2012- Ph.D. student in Computer Science and Engineering Department at Texas A&M University with Dr. Ricardo Osuna (PRISM lab) to work on Speech Accent Conversion.
Aug 2011- 2012- Grad Engineer with the Engineering Research Group for next generation Voltage Regulator at Siemens Energy,Mississippi.
Fall 2011- Graduated with my Master's in Electrical Engineering at The University of Texas at Arlington.
Summer 2011- Visiting Researcher at Multimedia Signal Processing Lab at Ajou University, Korea with Dr. Nojun Kwak.
Spring 2011- Intern at Verizon Wireless, Irving, Texas.
Fall 2010: Inducted into the Tau Beta Pi, Engineering honors society.
May 2008- Aug 2009- Research Assistant in Department of Electrical Engineering at Indian Institute of Technology, Kanpur, India with Dr. Prem.K.Kalra at Karma Lab