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
Back to feedPost
AI Bias & Fairness Audit – Retail Object Detection Model
My role: AI Bias & Fairness Auditor | ML Risk & Compliance Analyst
Project description:
Conducted a full AI Bias & Fairness audit on a retail object detection model using demographic evaluation (gender-based analysis). Measured Disparate Impact, Statistical Parity, Equal Opportunity Difference, and performed statistical significance testing (Chi-Square). Identified category-specific bias and business risk impact. Implemented mitigation via threshold calibration and reweighting. Delivered a professional compliance-ready report with risk matrix and mitigation roadmap.
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
Related posts
Grab the Bears - A Camera-Based Gesture Interaction
A few years ago, gesture interaction required a full engineering team and months of development.
For the Figma Makeathon, I built a working camera-controlled gesture game on my own - entirely in Figma Make.
Grab the Bears reimagines tap and swipe as physical gestures. Players use their right hand to grab floating bears in real time.
• Camera-driven embodied interaction
• Real-time gesture detection
• Animated UI + sound micro-interactions
• Dynamic result generation with shareable export?
Really impressive — camera-based interaction inside Figma Make is a leap. Curious how you handled gesture recognition latency and feedback loops? The micro-response timing probably makes or breaks the experience
1 Interface, the only one.
Every tool we've ever loved knew what we came to do. It shaped itself around the task before we said a word.
AI gave us a box. The same box for everything. We lost the tools that understood us.
OneInterface gives that back, but starts with language. The best of both worlds.
A blank canvas. A blinking cursor. You type what's on your mind, and the right interface forms around you, quietly, as you speak.
Say you need a flight. A writing tool. A plan maker. A code assistant. The controls appear the moment the intent does. You keep talking, or you reach out and touch what's already there.
Nothing to navigate. Nothing to learn. Just you, and a space that listens and takes shape.
Click a pill & hit escape, click again, have fun!
https://camera-urban-80798223.figma.site
AI Impact Score is a minimal interactive tool that clarifies how automation may influence your role.
Instead of dramatizing AI disruption, it translates uncertainty into structure through a weighted score, pillar breakdowns, and strategic action paths.
The design is restrained: dark interface, circular score ring, horizontal pillars, and narrative reasoning.
Built in Figma Make as a focused exploration of how interaction design can reduce anxiety by increasing clarity.
Live link:
https://map-disk-59742680.figma.site
Trending
maxearnings
The next frontier of payments is live on Contra. How are you maximizing revenue?
freelancerlife
Freelancer life is wins, pivots, and everything in between. What’s yours right now?
aidesignflow
AI tools are redefining how designer work. What does your workflow look like?
micrographics
Micrographics started as utility - barcodes, packaging, instruction labels. How would you use them?
aivideo
AI video tools are moving at warp speed. What tools are you using?