End-to-End Computer Vision: From Requirements to Deployed System
Reflections on 15 years taking CV systems from research prototype to production - what the gap really looks like, and how to close it.
From Research to Production: Deploying Deep Learning on Embedded Hardware
Practical lessons from deploying TensorFlow and PyTorch models to TensorRT on Jetson AGX Xavier - quantisation, latency trade-offs, and ONNX conversion.
Winning Brazil's National COVID-19 AI Challenge
How I built an automated CT scan segmentation system that won 1st place in Brazil's government-sponsored national AI competition.