In real life, every player has thousands of cards they’d happily dump on you if you just want to learn and have fun. You won’t be able to build a very competitive deck (or one up to date with current formats) but it’s fun to play over the table with friends.
The best investment for physical cards is probably the Commander format. This is a particularly social, multiplayer format, where all cards are legal (except for powerful stuff that’s been banned). You can build a deck over years and it’ll always be valid (if not good). This is also available on Arena, but most of the fun is getting round a table.
If you want to get competitive, there’s lots of content out there and many popular streamers to learn from. Magic Online is probably where the highest skilled players still play and test for tournaments but you’re unlikely to go infinite there.