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Accuracy vs. Deployment
Accuracy in a notebook is a vanity metric. Accuracy in production is a business asset.
In my work with biotech microscopy, I did not just train models; I optimized a system that delivered a 13% accuracy boost in a live production environment.
Most vision models fail when they hit "noisy" real-world data. I specialize in:
• Dataset Architecture: engineering training data for high generalization
• Inference Optimization: YOLO/Transformers optimized for real-time GPU performance
• Robust Pipelines: production video systems using OpenCV and FastAPI
• Deployment Thinking : latency, throughput, and reproducible builds
If you have a Vision MVP that is stuck in development, let’s get it deployed.
The network for creativity
Join 1.25M professional creatives like you
Connect with clients, get discovered, and run your business 100% commission-free
Creatives on Contra have earned over $150M and we are just getting started
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This portfolio highlights my practical experience in data science and AI, covering end-to-end project workflows such as data analysis, feature engineering, model training, and evaluation. The projects demonstrate my ability to work with real datasets and build sol:utions that are both efficient and business-focused.
Commanding the Grid: AETHRA for #FigmaMakethon
The city isn't a database, it’s a living organism.
Inspired by data.europa.eu, AETHRA explores how open data can be utilized across public services for the common good. For #FigmaMakethon, I’ve envisioned a "Tech-Noir" command center that synthesizes the potential of 1M+ data points across 36 countries into a cinematic operations platform.
AETHRA transforms open data into a high-fidelity "Mission Control." Use it to orchestrate emergency services, optimize transit, and synchronize city-wide events—turning abstract numbers into immediate, life-saving urban action.
Explore the Grid: https://stand-bead-41217043.figma.site
Vivid Vault: AI Cinematic Thumbnail Suite
I built Vivid Vault to empower mobile creators to generate high-end, 3D cinematic thumbnails instantly. This project was designed 100% on a mobile device using Figma Make to push the boundaries of on-the-go creative workflows.
Key Interactions:
Voice-to-Design Engine: Hands-free thumbnail generation via voice prompts.
Liquid Glass Style Gallery: A high-fidelity UI that makes selecting styles intuitive and tactile.
Success Celebration: Animated feedback loops to make the creative process fun and rewarding.
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