I am Ph.D. student in Computational Science and Engineering at the Georgia Tech's College of Computing. My research interests are in high-performance computing, machine learning, and their interaction.
Marat Dukhan, Richard Vuduc, Jason Riedy "Wanted: Floating-Point Add Round-off Error instruction"
Marat Dukhan "PeachPy meets Opcodes: Direct Machine Code Generation from Python"
Edmond Chow, Xing Liu, Sanchit Misra, Marat Dukhan, Mikhail Smelyanskiy, Jeff R. Hammond, Yunfei Du, Xiang-Ke Liao, Pradeep Dubey "Scaling up Hartree–Fock calculations on Tianhe-2"
Oded Green, Marat Dukhan, Richard Vuduc "Branch-Avoiding Graph Algorithms"
Jee Choi, Marat Dukhan, Xing Liu, Richard Vuduc "Algorithmic time, energy, and power on candidate HPC compute building blocks"
Marat Dukhan "PeachPy: A Python Framework for Developing High-Performance Assembly Kernels"
Marat Dukhan and Richard Vuduc "Methods for high-throughput computation of elementary functions"
William B. March, Kenneth Czechowski, Marat Dukhan, Thomas Benson, Dongryeol Lee, Andrew J. Connolly, Richard Vuduc, Edmond Chow, and Alexander G. Gray "Optimizing the Computation of N-Point Correlations on Large-Scale Astronomical Data."
Marat Dukhan, Anirudh Gubba, Richard Vuduc "Crowdsourcing Code Tuning with PeachPy.io"
Marat Dukhan "What a Fast FPU Means for Algorithms: A Story of Vector Elementary Functions"
Marat Dukhan "BLAS for Deep Learning"
Marat Dukhan, Nicolas Vasilache, Soumith Chintala, Richard Vuduc "FFT-based convolutional neural networks for wide-SIMD multi-core CPUs"
Marat Dukhan "Porting BLIS micro-kernels to PeachPy"
Marat Dukhan "Accelerating Data Processing in Go with SIMD Instructions"
Marat Dukhan "BLIS for the Web"
Marat Dukhan "Developing low-level assembly kernels with Peach-Py"
Assisted Prof. Richard Vuduc and fully covered three weeks of the class
Assisted Prof. Richard Vuduc and fully covered four weeks of the class
Assisted Prof. Alberto Apostolico and presented one lecture each week
|2011 – now||Georgia Institute of Technology, College of Computing|
|Candidate for Ph.D. in Computational Science and Engineering|
|2009 – 2011||New Economic School in Moscow|
|M.A. in Economics|
|2005 – 2009||Moscow Institute of Physics and Technology|
|B.Sc. in Applied Mathematics and Physics|