Deep Personalization in Jobs Marketplace: A LinkedIn Perspective.
At LinkedIn, our jobs marketplace attempts to optimize the matching of hiring managers with the job seekers with the goal of getting more job seekers hired. In this talk, we will look at how we use deep models to capture job seeker’s career trajectories and hiring managers requirements, use of multi-task learning to optimize for both sides of the marketplace while driving equitable outcomes across the board.
Alex has been a machine learning engineer at LinkedIn for almost seven years. He had tour of duties in LinkedIn Groups, Content Search and Discovey, Feed, and has been tech leading in LinkedIn Talent Solutions and Careers for the last three years.
Prior to working at LinkedIn, Alex lived in Montreal where he completed a PhD in Statistical Machine Translation, then work for five years on information extraction.