F.Sepahvand
رتبه : 112211
مهارتها
گزارش عملکرد:
Educational Background
• M.Sc. in Shahid Beheshti University (SBU), Tehran, Iran
Major in Computer Architecture
Thesis: Accelerating Convolutional neural network computing using stochastic computing
Graduation: 2023
• B.Sc. in Khuzestan University Jihad Institute, Ahvaz, Iran
Major in Software Engineering
Thesis: Making Accounting Software
Graduation: 2013
• A.Sc. in Ahvaz Girls Technical University, Ahvaz, Iran
Major in Software Engineering
Thesis: Making an Educational CD
Graduation: 2009
Software & Tools
• Software: NC, NU, Intel Quartus, ModelSim, ISE, Ledit, Git.
• Databases: SQL, MySql,NoSql, MongoDB.
• Programing Languages: C#, ASP.NET, ASP.NET Core, MATLAB, Linq, Python (Tensorflow, PyTorch, Multiprocessing, Threading, NumPy, Pandas, Matplotlib, Django, Web scraping(Regex, Request, re,
BeautifulSoup), Design pattern)
• Verilog, SystemC, SystemC-AMS, FPGA Programing.
Work Experiences
• Research Assistant at Shahid Beheshti University (SBU), Iran.
• Research Assistant at Institute for Research in Fundamental Sciences (IPM), Iran.
• Tutoring ICDL to students.
• Work in Computer Services.
Proficiency &Skills
• Machine Learning Algorithms (K-means, KNN, SVM, SVR, …)
• Deep Learning Algorithms (VGG-16, ResNet, U-Net, …)
• Strong understanding of object-oriented programming principles
• Ability to write clean, readable, and maintainable code
• Familiarity with version control systems such as Git
• Linux Distributions: Fedora, CentOS, Ubuntu
• Networking
Projects
• Implementing the AlexNet (Conv, Pooling, Activation layers) from scratch in Python.
• Implementing various CNNs based on Stochastic Computing functions in PyTorch.
• Multiprocessing above architectures for performance.
• Enhancing weights memory usage by quantization functions from scratch in Python.
• Implementation of Convolution layer multiplication based on Stochastic Computing in Verilog
• Using Design Compiler achieving notable Area, Power per computation time.
• Web development using ASP.NET Core, HTML, CSS and AJAX, JQuery, ...
• Win programming using C#, SQL-Server, Linq, …