Showcase

Skills & Career Timeline

A visual summary of my technical range and career history. For papers, see Publications; for write-ups, see Projects.

Programming & Engineering

Python (PyTorch, TensorFlow, HuggingFace)·TensorRT, ONNX, INT8/FP16 Quantization·NVIDIA Jetson / CUDA / Edge Deployment·FPGA Design (Verilog, SystemVerilog, HLS)·C/C++·MATLAB

Research & Specialization

3D Perception & BEV Architectures·Multi-Sensor Fusion (Camera, LiDAR, Radar, IMU)·Vision-Language-Action Models·Federated Learning & Differential Privacy·Knowledge Distillation & LoRA/PEFT

Career Timeline

Research Scientist — Embodied AI & 3D Perception
Neubility, Seoul · Aug 2025 – Present

Multi-camera 3D perception; 8× inference speedup via TensorRT INT8/FP16; VLA policy validation in Isaac Sim & CARLA.

Machine Learning Engineer — MLOps & Computer Vision
Monitra, United Kingdom · Feb 2025 – Sep 2025

15% robustness gain + 8× throughput; Azure Kubernetes MLOps pipeline; diffusion-model data augmentation.

Ph.D. Researcher — Autonomous Navigation & Privacy-Preserving ML
Intelligent Service Integration Lab, KAIST · Aug 2021 – Jun 2025

DeepILS, NanoMST, ConvXformer; multi-camera Vision Transformer for BEV detection at 25 FPS; FPGA SLAM accelerator.

Research Intern — Mobile Robotics, SLAM & Multi-Sensor Fusion
DAIM Lab, KAIST · Nov 2023 – Mar 2024

SLAM navigation (LiDAR, IMU, wheel odometry) for an industrial AMR; met warehouse positioning SLA of <5 cm error.

Senior Manager — SoC Design, FPGA & AI Accelerators
National Electronics Complex (NECOP), Pakistan · Apr 2019 – May 2022

SoC/RTL verification (SystemVerilog/UVM); tape-out on first silicon pass for two production AI accelerator designs.

Assistant Manager — Satellite Systems, FPGA & Signal Processing
National Space Agency (SUPARCO), Pakistan · Oct 2014 – Apr 2019

Radiation-tolerant FPGA DSP systems; AI-accelerated image compression; Distinguished Service Award (2018).

Certifications