USAMA IMDAD

Skills

Professional Experience

• Developed React-based front-end dashboard for vending machine management, encompassing user-friendly interfaces, backend API integration, and real-time data insights for streamlined management, enhanced efficiency, and improved decision-making.
• Built a cloud-based solution utilizing MQTT for machine heartbeats, deploying it successfully on the cloud platform, resulting in improved operational efficiency for the company.

• Accomplished a 50% reduction in analysis time, by designing a PyQt software for sugar crystal analysis that utilizes a pre-trained UNET model further trained (Transfer Learning) on a custom dataset for crystal segmentation.
• Developed a person detection system with tracking features for video streams using the TensorFlow JS library and Kalman filter. The system calculates the number of people passing through the camera's view with 80% accuracy.
• Coded a gaze detection algorithm for a hardware device, capable of detecting eye movement in four different directions: left, right, up, and middle. The algorithm achieved high accuracy and was integrated into the hardware.
• Constructed a face recognition system using three models (MTCNN, FaceNet, and SVM) for higher accuracy and faster processing, resulting in a 95%+ accuracy with an inference time of 250ms.

• Drafted front-end and back-end code for a website using React and Node.js, implementing a recommendation system based on collaborative filtering to deliver personalized music recommendations to users.
• Constructed a dashboard using Vue JS and Laravel, cooperating with the team of computer vision developers, for the company's product (a video surveillance system), that managed 3 different purpose computer vision models.
• Engineered and tested a streaming server based on FFmpeg to minimize the load on IP cameras running in a loop, allowing infinite users to see live streams on demand with an 80% success rate measured by users' feedback.
• Dockerized proprietary deep learning models for cloud deployment and implemented a version control system, increasing development efficiency by 40%.

Education

Certifications