Heat olive oil in a large pot over medium-high heat.
Add minced garlic and cook until fragrant, about 1 minute.
Add ground beef, seasonings, salt, and pepper.
Brown the beef until no longer pink, about 5-7 minutes.
Pour in the beef broth and stir to combine.
Add the pasta, cover, and simmer for 9-12 minutes until al dente.
Stir in heavy cream and half of the Parmesan cheese.
Serve immediately, garnished with remaining Parmesan.