Ahmad A.

Hey, I'm a Senior Software Engineer (Ph.D.) with over 12 years of professional experience in Computer Vision and Image Processing applying traditional computer vision and deep learning algorithms using Python, MATLAB, and C or C++. My expertise extends beyond developing algorithms or models to include deployment and optimizing them for GPUs or specific hardware targets using advanced optimization techniques.

Computer Vision and Image Processing:
I specialize in developing advanced computer vision solutions using deep learning AI models (PyTorch or TensorFlow, Keras) and classical algorithms. I have great experience with computer vision libraries, including Pytorch and TensorFlow as frameworks and NumPy, Pandas, SciPy, Matplotlib, Scikit-learn, and OpenCV as libraries. My expertise in computer vision includes:

• Object Detection, Feature Extraction and Tracking, Object Tracking and Segmentation
• Pattern Matching, Registration and Alignment
• Calibration and Stitching
• Image Quality Enhancement: Using AI or standard algorithms to reduce noise, apply advanced tone mapping, and improve brightness.

Software Development:
I can assist in designing, implementing, refactoring, debugging, and testing (including unit tests) applications in Python, MATLAB, or C/C++ using various standard and open-source libraries. Additionally, I can help transition your code from C/C++ to Python using pybind11 or convert and optimize your code from Python/MATLAB to C/C++.

Performance Optimization:
I can profile and optimize your C++/Python code to achieve better performance by:

• Utilizing better algorithms and data structures
• Leveraging multi-core processing (Intel TBB, OpenMP)
• Harnessing GPU capabilities (CUDA, OpenCL)
• Applying SIMD vectorization (SSE, AVX, NEON ARM)
• Using high-level libraries (Halide, Kokkos)
• Optimizing and deploying AI models for inference using TensorFlow Lite, TensorRT on Desktop/Jetson or CoreML, NCNN, OpenCV DNN on other devices.

Embedded Algorithms:
I can help port your algorithms to System on Chips (SoC) like Microcontrollers, Raspberry Pi, Jetson Xavier, Jetson Orin, Qualcomm Snapdragon, Renesas, etc., using their specific SDKs or languages.