MOHAMMADJAVAD KHOSRAVI
+1-413-***-**** adi7p7@r.postjobfree.com
EDUCATION
PhD, Computer Hardware Engineering 2017-Present
University of Massachusetts, Amherst, USA GPA: 3.70/4.00 Thesis: Optimization and Machine Learning for Autonomous Vehicle
M.Sc., Computer Hardware Engineering 2008-2011
University of Isfahan, Isfahan, Iran GPA: 3.70/4.00 Thesis: Secure Joint Secret Sharing and Wavelet based Image Steganography Methodology
B.Sc., Computer Hardware Engineering 2003-2007
Shahed University, Tehran, Iran GPA: 3.50/4.00
Thesis: Hardware Implementation of Energy E cient Adaptive/Canonical Hu man Encoding EXPERIENCE
PhD Candidate and Graduate Research/Teaching Assistant at University of Massachusetts, 2017-2021
Lecturer at University of Massachusetts for Probability and Statistics, 2019
FPGA Architecture Intern at University of Massachusetts, 2016-2017
Test and Veri cation Intern at University of Massachusetts, 2015-2016
Software/Hardware Developing Engineer at Omega Inc., 2010-2015 TECHNICAL SKILLS
Programming languages: C++, C#, Python, TensorFlow
Hardware languages: VHDL, Verilog, SystemVerilog, SystemC
EDA tolls: Xilinx Vivado, Intel-Altera designing tools, Cadence Virtuoso
Engineering software: Matlab, R
Version control system: Git, SVN
SUMMARY
RTL Design
FPGA Applications
Computer Architecture
Machine Learning and Deep Learning
NOTABLE PROJECTS
Quantifying trade-o s between transportation, privacy/security, and communications for multi purpose drones: theoretical foundation and practical implementation Trajectory planning optimization and wireless communications for multi purpose drones Deep reinforcement learning-based trajectory design in multi-purpose UAVs Writing Python, TensorFlow, and C++ codes for drone setup
FPGA acceleration of network tra c monitoring
Hardware acceleration for exible ow-based network tra c monitoring with support of application protocol analysis
Writing Verilog, Python, and TCL codes for implementation
FPGA-Based CNN accelerators for image classi cation HLS implementation with mapping conv and FC layers as General Matrix Multiplications (GEMMs) Writing C++, TensorFlow, and Python codes for implementation
Image Based Steganography to improve secret sharing techniques Hiding secret data in camou age images by utilizing wavelet transform Making the implementation stable against RS and supervisory training steganalysis methods Obtaining the lowest detection rate compared to the state-of-the-art techniques Writing Matlab and C++ codes
Hardware implementation of energy e cient adaptive/canonical Hu man encoding Optimizing design latency by paralleling the computation in each module Optimizing design throughput by exploiting task level parallelism Writing Verilog and C++ codes
Hardware/Software architectures for video wall and digital signage Designing hardware architecture accelerator for scaling, cropping, and rotating operations on inputs Implementing video streaming client-server model
Writing Verilog and C++ codes
PUBLICATION
1. Khosravi M., Pishro-Nik H., \UAV Aided Search and Rescue Operation Using Deep Learning ", to be submitted. 2. Khosravi M., Saeedi H., Pishro-Nik H., \Trajectory Processes that Preserve Uniformity: A General Framework ", submitted to IEEE International Symposium on Information Theory, 2020. 3. Khosravi M., Saeedi H., Pishro-Nik H., \Multi-Purpose Aerial Drones for Network Coverage and Package Delivery ", submitted to IEEE Transactions on Wireless Communications, 2019. 4. Khosravi M., Pishro-Nik H., \Unmanned Aerial Vehicles for Package Delivery and Network Coverage ", IEEE Vehicular Technology Conference, 2020.
5. Khosravi M., Naghsh-Nilchi A., \A Novel Joint Secret Image Sharing and Robust Steganography Method using Wavelet ", Multimedia Systems, Vol. 20, No. 2, pp.215-226, 2014. 6. Ghandali S., Moghaddam M., Khosravi M., \A New System for O ine Signature Identi cation and Veri cation ", International Journal of Signal and Imaging Systems Engineering (IJSISE), Vol. 5, No. 2, pp.123{131, 2012. 7. Khosravi M., Ghandali S., \A Secure Joint Wavelet Based Steganography and Secret Sharing Method ", 7th International Conference on Imformation Assurance and Security (IAS), pp. 222-227, 2011. AWARD
Graduate Scholarship, University of Massachusetts, Amherst, USA, Spring 2018
Graduate Fellowship, Iran Telecommunication Research Center (ITRC), Spring 2010 GRADUATE COURSEWORK
Advanced Computer Architecture
Synthesis and Veri cation of Digital
Systems
Computer Networks
Embedded Systems
FPGA Design
Machine Learning
Statistical Machine Learning
Algorithms for Data Science
Advanced Algorithms and Analysis
Advanced Probability and Statistics
Bayesian Statistics
IMMIGRATION STATUS
Legal Permanent Resident (Green Card Holder)