Layth Ayache

Python, PyTorch, TensorFlow, OpenCV, NLP, computer vision, ML systems design, DevOps, infrastructure, FastAPI, Docker, SQL, Linux, Git, cloud deployment, and end-to-end AI architecture.

Advanced LLM evaluation, scalable inference pipelines, multimodal systems, DevOps maturity, and stronger patterns for shipping reliable AI in production

Production AI systems, multilingual sign language translation, applied computer vision pipelines, DevOps workflows, and infrastructure that bridges research with deployment.

AI engineering discussions, architecture reviews, DevOps and infrastructure strategy, computer vision and NLP systems, technical leadership, and high-impact product collaborations.