At InstaDeep Ltd, I optimize production AI systems, including a JAX graph neural network pipeline whose training step time I cut 23x. I also built a parallel data pipeline that raised batch throughput 7.7x.
I developed distributed reinforcement learning infrastructure and generative model serving, and deployed an RL solution for Frankfurt Airport’s Job Shop Scheduling problem that surpassed heuristic baselines across all KPIs while meeting operational and regulatory constraints.
Earlier at InstaDeep Ltd, I developed a multi-agent RL solver for PCB routing. At the Advanced Electronic Systems Laboratory, I built and deployed an Android application for corneal deformation detection, which clinical users used to assist in detecting keratoconus.
