Ziad is Spotify’s SVP of Personalization, leading product, engineering and research to provide the world’s most personalized audio experience. During his time at Spotify he has had a considerable impact on bringing flagship, machine learning powered products to hundreds of millions of users worldwide, including Wrapped, Discover Weekly, AI DJ, Daily Mix, Daylist, and many more.