pro
Fariha Muazzam
I build production-ready AI systems that actually ship
New to Contra
Fariha is ready for their next project!
I have been an AI Engineer for 6+ years, but the hardest and the best decision I ever made was shifting to Independent AI work.
In the corporate world, things are planned for you. Moving to independent systems work means leaning entirely on the 'leap of faith' in my own skills. I...
Beyond Models. The Art of AI Orchestration
AI is moving beyond static outputs. The real challenge now is Orchestration.
Building an interactive AI Avatar is not just about a good LLM; it’s about managing a high-stakes "handshake" between multiple models in real-time. I have been...
Satellite imagery is the ultimate stress test for Computer Vision.
It is not just about detection; it is about architecting precision across massive, high-resolution datasets where every pixel counts.
I have been building AI pipeline to segment parking lots, walkways, and...
computervisionaideveloperPythonOpenCVAI Model DevelopmentData ScienceMachine Learning EngineeringAWS
Edge CV is never “just a model.” It is the whole pipeline.
I have been optimizing a real-time vision pipeline on Jetson: profiling end-to-end latency, fixing GPU under-utilization, eliminating silent CPU fallbacks, and correcting resize/augmentation/inference settings to reduce...
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...
