Ziad is Product Lead for Data Science at Channel 4 where he spends his time scaling different data science solutions to over 29m users. Previously, he was at Raft as the product manager for machine learning where his team worked on building, productionising, and maintaining NLP models for document data extraction.

Before this, he spent time at Zilch as a researcher in ML as part of his MSc and at Clearscore in several product teams including data engineering.