While an actual Penguin birth certificate exists, I can't find it in the film. I can see other birth certificates, however, and they do say 1950-1951.
Batman has dates stating 1913, 1947, 1948 and 1953. I saw someone place the Burton films in 2013 and 2016, I think, based on Jack Napier's criminal record. The Catwoman 80th Anniversary story featuring Michelle Pfeiffer is stated as the 1940s Catwoman.
Unfortunately, I don't think they paid attention to the timeline that closely.