Not at all! Your job is to shoot your shot, just do that. I landed my current job through cold emailing, and even of the people who were not looking to hire, many were kind enough to reply. What's the worst that'll happen? Someone won't reply. But if they do, you stand to gain a lot!
Would that be weird in anyway?