نبذة عني
Data Scientist with experience in machine learning, computer vision, and robotics. Has worked on model development, research, and applied ML systems across BlackBerry, Canary Cognition Research, Flash Forest Inc., and Lo…
Data Scientist with experience in machine learning, computer vision, and robotics. Has worked on model development, research, and applied ML systems across BlackBerry, Canary Cognition Research, Flash Forest Inc., and Longervision Technology, with experience in Python, C++, MATLAB/Octave, TensorFlow/Keras, PyTorch, ROS, Gazebo, OpenCV, and related tools.
الخبرة
DATA SCIENTIST
Optimized IVY synthetic sensors, reducing CPU and memory usage to within 5% for ML-IDS solutions.
Partnered with the Threat Research and Intelligence team on automotive cybersecurity research, creating a new MITRE framework.
Conducted GPT-4 experiments for SOC analyst support, focusing on classification and generation of MITRE unit tests for IDS solutions.
Spearheaded research into differential privacy techniques to protect ML models against model inversion attacks, aiming to integrate these into an 'ML on the Edge' framework.
DATA SCIENCE STUDENT
Assessed BlackBerry's custom anomaly detection algorithm against standard Intrusion Detection Systems for feasibility.
Improved facial detection module speed during project escalations and educated BlackBerry Labs on facial recognition loss functions.
Developed and delivered a workshop on Convolutional Graph Neural Networks, exploring their use in malware classification.
RESEARCH ASSISTANT
Training and fine-tuning BERT models on transcribed speech data for Alzheimer’s Disease classification.
Exploring visualization techniques for model interpretability to find patterns in input data.
Participating in weekly reading groups to present novel papers.
MACHINE LEARNING SPECIALIST
Developed QGIS Machine Learning segmentation pipeline to aid in planting missions.
Compiled, cleaned, and maintained dataset of orthomosaic images.
MACHINE LEARNING INTERN
Prepared client image dataset trained and deployed a quantized YOLOv4 model on NVIDIA Jetson Nano for detecting passengers and workers on train platforms.
Established a Structure from Motion (SFM) pipeline for 3D reconstruction of drone footage using OpenMVG and OpenMVS.