
System Programmer with over 19 years of successful experience in Windows Drivers and Computer Vision. Recognized consistently for performance excellence and contributions to success in the industry. Strengths in Windows Drivers and Computer Vision.
Advanced mathematics certifications
AI/ML:
Architected, designed, and developed a multimodal Neural Network for personalized video summarization as part of a Recommender System.
Deployed the ML solutions on Google Cloud Platform.
Tested the ML solution on 2million+ frames.
Developed a unique Clustering algorithm for actors in a video stream.
Developed a Deep Learning solution for Emotion detection from frames.
Developed a Generative Neural Network (VAE) for facial embeddings.
Expertise in training DL models on huge volume of unstructured data. Expertise in prototyping AI computer vision research papers.
Expertise in Containerizing (CI/CD) Deep Learning models.
SYSTEM:
Developed underlying C/C++ support libraries for video analysis engine including H264 decoder and encoder using ffmpeg.
Root caused BSODs, System Hangs, Applications Hang, Applications Crash etc.
Debugged various Windows driver stacks like STORAGE, NETWORK, USB, AUDIO, etc.
x86/x64 Assembly level debugging of Windows source code.
C/C++ Source level debugging of OS code.
Kernel mode and User mode debugging.
Delivered multiple trainings to Microsoft customer on Windows Internals concepts and Kernel / User mode debugging.
A senior member of the Windows Premier support team specializing in Windows Performance and Reliability.
Advanced troubleshooting with diagnostic tools such as Windows Performance Monitor, Network monitor, Windows debugger etc.
C, C, Python
DDK, WDK, WDM, Win32 Programming
WinDBG, Visual Studio debugger
Computer Vision
Deep Neural Networks (DNN), Convolutional Neural Networks (CNN), Generative Adversarial Networks (GAN), Bayesian Networks (VAE)
Numpy, Scipy, Pandas, Matplotlib, Jupyter notebook
OpenCV, FFMPEG
Hyper-V, WSL
CERTIFICATIONS:
Advanced Probability Theory – IIT Delhi
Matrix Analysis with Applications - IIT Roorkee
Essential Mathematics for Machine Learning - IIT Roorkee
Reinforcement Learning - IIT Madras
Mathematical Optimization from fundamentals - IIT Bombay