I am a passionate problem solver and thoroughly enjoy working in the deep learning/computer vision area to solve real world challenges. 3+ years of working as computer vision engineer working primarily on object detection and classification, building data processing pipelines, model training, selection and deployment in production. 2 years of experience in Software support and maintenance in Java. Strong programming skills and knowledge of design patterns, database systems. In depth understanding and academic experience in areas of deep learning, computer vision, image processing during masters in computer science with a focus on computer vision.
Hi, I’m
Seerat Kaur Randhawa
Computer Vision Developer
North York,ON
Summary
Overview
9
years of professional experience
6
years of post-secondary education
1
Language
Work History
Miovision
COMPUTER VISION DEVELOPER
02.2023 - Current
Job overview
- Researching and testing object detection models using PyTorch framework
- Implemented a real frame undistortion utility based on monocular input.
- Maintain and upgrade cloud training on AWS Sagemaker
- Help improve object detection in poor visibility conditions
MicroTraffic Inc
COMPUTER VISION DEVELOPER
09.2020 - 02.2023
Job overview
- Researching and testing object detection and classification models using PyTorch framework
- Improved the detection accuracy as well as speed by a significant value
- Implemented a vehicle and person anonymization project independently
- Set object labeling SOP for data annotation team
- Setup dataset generation pipelines
- Work independently as well as while collaboration with customer and operations team
- Often required to brainstorm and solve critical problems.
MDA Systems Ltd
SOFTWARE ENGINEER INTERN
05.2019 - 12.2019
Job overview
- Debugging application and implementing code fixes for previous releases (Java, Spring Boot, Hibernate, JUnit, Maven)
- Occasional incident tracking and follow up
- Support for service quality testing
- Aid deployment of new builds (Jenkins, Groovy Scripting).
Dataguise India Pvt. Ltd
SOFTWARE ENGINEER
04.2018 - 08.2018
Job overview
- Back end application development using Java
- Analysis of requirement for the product and designing a complete module for DBMS data extraction
- Working on DBMS- Oracle, MYSql and some exposure to PostgreSql.
Capgemini Technology Services India Limited
SENIOR SOFTWARE ENGINEER
08.2015 - 04.2017
Job overview
- Writing shell scripts.
- Writing unit tests using JUnit
- Regression testing for the front-end module.
- Fix bugs from previous release in Java based ticket booking website.
Education
Simon Fraser UniversityBurnaby, BC
Masters in Computer Science from Computer Vision
09.2018 - 05.2020
University Overview
GPA: 3.70
- Machine Learning( Linear models for regression and classification, deep learning, graphical models, recurrent neural networks, generative adversarial networks)
- Practices in Visual Computing I (Deep learning, detection and classification, 3D reconstruction, Simultaneous localization and mapping)
- Deep learning
- Practices in Visual Computing II(Semantic segmentation, three dimensional GANs, Image processing, Image inpainting)
- Natural Language Processing
- Human Computer Interaction
Guru Nanak Dev UniversityAmritsar, Punjab
Bachelor of Technology from Electronics and Communication
07.2011 - 05.2015
University Overview
Skills
PROGRAMMING LANGUAGES - Java, Python, MATLAB, NET
DBMS - MYSql, Oracle, PostgreSql
OPERATING SYSTEMS - Windows, LINUX
Dataset preparation & validation, model training, evaluation, validation, and monitoring
Optimizing, releasing, and maintaining ML products
Writing unit tests using JUnit
Regression testing for the front-end module
Fix bugs from previous release in Java based ticket booking website
Details
Details
North York, Canada, 7786367721, seeratr16@gmail.comProjects
Projects
- Facial landmarks detection using Alexnet convolutional neural network. Localization and classification of objects of multiple classes using Single Shot Multibox detector implemented by means of Torch using ImageNet dataset.
- SLAM(Simultaneous Localization and Mapping) using Turtlebot. TX2 based Visual SLAM.
- Super resolution in images using single image by means of Generated Adaptive Network built on top of ResNet Semantic segmentation using deep learning models.
- Active contours for image segmentation. UNet and ResNet models implementation for image inpainting on symmetric holes.
- 3D Reconstruction using stereo images.
- Image filtering, augmented reality with planar homography.
- Intent detection and slot filling in SLUs.
- HCI project on museum visit experience enhancement – Usability testing, rapid prototyping, competitive analysis.
References
References
References available upon requestTimeline
COMPUTER VISION DEVELOPER
Miovision
02.2023 - Current
COMPUTER VISION DEVELOPER
MicroTraffic Inc
09.2020 - 02.2023
SOFTWARE ENGINEER INTERN
MDA Systems Ltd
05.2019 - 12.2019
Simon Fraser University
Masters in Computer Science from Computer Vision
09.2018 - 05.2020
SOFTWARE ENGINEER
Dataguise India Pvt. Ltd
04.2018 - 08.2018
SENIOR SOFTWARE ENGINEER
Capgemini Technology Services India Limited
08.2015 - 04.2017
Guru Nanak Dev University
Bachelor of Technology from Electronics and Communication
07.2011 - 05.2015