A small milestone I’m happy to share.
I’ve now passed $2K+ in earnings on Upwork and completed 23 projects, while maintaining a 100% Job Success Score and Top Rated status.
Over the past year, I’ve worked across Python development, AI/ML, automation, APIs, QA and data-driven...
AI agents are getting smarter.
But the real challenge isn’t making an agent work.
It’s making it reliable.
I’ve been building AI workflows with LLMs, APIs, RAG and automation, and I’m exploring more advanced multi-agent systems.
The goal? Less “AI demo” and more AI that actually works in production
AI Bias Audit & Compliance (EU AI Act Ready)
Avoid legal risks. I help startups validate ML models for fairness and production-readiness.
1-Week Audit Service:
Bias Detection: Gender, race, age via Disparate Impact.
Mitigation: AIF360 Reweighing with <2% accuracy loss.
Compliance:...
contra.com
AI Bias Audit – ML Model Validation by Molka B
Read more about AI Bias Audit – ML Model Validation by Molka B on Contra.
"Here's the REAL secret behind my 100% success rate..."
Most people think it's luck. It's not.
It's 3 habits I've developed in one year:
Over-delivery on communication
I respond to every message within 1 hour. Why? Clients hire reliability, not just skills.
Quality over speed
I'd...
