Omar Nayyar
Python Automation & AI Systems Developer
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Omar is ready for their next project!
Deep Learning Image Restoration
I built a deep learning pipeline for restoring synthetic aperture radar imagery.
The project covered dataset preparation, training and validating a U-Net model, comparing image quality using PSNR and SSIM, and building a simple demo to visually inspect model outputs.
Work included:
Python · PyTorch · deep learning · image processing · dataset preparation · model evaluation
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Automated Digital Product Workflow
I built a Python-based workflow to automate most of the production process behind a digital product store.
The system handles image upscaling, multiple print-ratio exports, mockup generation, customer delivery folders, and product status tracking. I also kept manual QA checkpoints before publishing so the automation stays reliable.
Work included:
Python · image processing · workflow automation · Dropbox delivery · document generation · GUI development
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AI Job Data Pipeline
I worked on job-data pipelines for an AI job platform, mainly around collecting and cleaning listings from different sources.
I built and updated Python scrapers, normalized the data into consistent records, handled salary and location fields, and added deduplication so duplicate roles would not keep getting saved.
Work included:
Python · Playwright · APIs · JSON · data pipelines · deduplication · AI-assisted extraction
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Python Web Scraping & Review Data Pipeline
I built a Python scraping pipeline to collect review data across roughly 700 companies.
The workflow handled profile matching, missing records, review collection, and structured exports for analysis. It ended up collecting 20,000+ reviews while keeping track of successful, partial, and failed matches.
Work included:
Python · web scraping · data validation · entity matching · error handling · data export
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