What I need to get started?

[DrHenley]

And BTW, if I had to start over, I would start with a Lee Classic Cast press. I already have too many presses to justify buying one now...

You will eventually want a progressive when you are ready to crank up the volume, but as the saying goes, "you need to learn to walk before you learn to fly."

A beginning reloader needs to go slow and thoroughly understand each step of the process.

[BadOscar]

I would get what you need of ebay.
RCBS 5-10 reloading scale ~ $30
Optional - Digital Scale with at least 0.1 grain resolution ~ $15
(I use a cheap Hong Kong digital for quick checks but I always check it against the RCBS at the start of a session and re-calibrate if necessary.)
Digital Calipers ~ $15
Bullet Puller ~ $20
Press... I like Dillon. If you want to do pistol calibers only it's hard to beat the Dillon Square Deal press.