Umar Abdullah Email & Phone Number

Hyderabad, In

Hyderabad, Telangana, India

Developing AI solutions and accelerators for enterprise applications. Key contributions:Computer Vision Analytics Solutions- Developed Computer Vision Based Analytics Solutions and AI accelerators for Centific's SaaS Platform- Built real-time analytics solutions using camera feeds (RTSP) implementing KPIs for retail environments: wait time analysis, crowd alerts, and table-wise analytics for QSRs.- Worked on end-to-end AI/ML lifecycle from ideation to deployment for production systems.Intelligent Document Processing & Recommendation Systems- Developed resume parser and profile recommender for Centific's Freelancer Recruitment Platform using GPT-4 and custom embedding models- Implemented robust document extraction pipeline using Langchain and various PDF processing tools.- Built profile recommendation engine using Chromadb vector database for similarity-based matching.AI Systems Optimization & Deployment- Implemented production deployments using Triton Inference server with optimization techniques (quantization, ONNX, TensorRT)- Optimized AI pipelines using Async Inference, shared memory (shm) and cuda-shm based data sharing- Achieved significant performance improvements in production: ~350% reduction in CPU utilization and one-third decrease in GPU utilization for a single AI app container.- Implemented hardware-accelerated video processing using NVDEC/Nvidia-VPFMulti-Camera Tracking Research & Development- Developed Multi-Camera Multi-Person tracking algorithm accepted at International AI-ML Systems Conference 2023.- Trained custom Re-ID model and implemented auto camera calibration techniques.- Developed custom heuristics enabling retail analytics and customer journey mapping.Dwell Time Application Development- Built end-to-end vision-based solution for real-time people alerts.- Integrated head detection model and implemented OC-SORT tracker for real-time scenarios.- Led test scenario design and data collection for functional testing.

Hyderabad, Telangana, India

- Worked on research and development of state-of-the-art Multi-Object Tracking systems in the AI-CoE division, focusing on advanced motion modeling using Kalman Filters and optimized association algorithms.- Conducted comprehensive research on latest multi-object tracking developments and integrated cutting-edge techniques to enhance baseline algorithms like OC-SORT.- Explored Multi-Camera Multi-Object Tracking (MCMT) solutions, investigated advanced techniques including 3D reconstruction, Structure from Motion (SFM), and Neural Radiance Fields (NeRF).

Hyderabad, Telangana, India

- Developed a Proof of Concept (POC) for the Milvus vector database, aimed at implementing scalable similarity search solutions within large datasets.- Explored and validated vector embeddings to optimize high-performance similarity matching, leveraging Milvus's capabilities for AI-driven applications.

- Led and managed a team of 8 for content development, overseeing projects from ideation to completion.- Handled hiring and interviewing processes, building a team aligned with the company's content strategy.- Developed and implemented publishing and editorial standards to ensure quality, consistency, and brand alignment across all content.

Master Of Technology - Mtech, Data Science And Analytics

Bachelor Of Technology - Btech, Civil Engineering