I went through this a year ago and it is no biggie at all.
Undo the set screw in the hand wheel and remove it.Be careful, the is a thin spring washer next to the bearing on that end.
(remeber when reassembling it not to tighten up the hand wheel too tight.)
There may be a nut on the spindle shaft, it's been a while but if there is one it needs to be removed.
Un do the set screw on the drive pulley.Eveything comes out on the tali stock end.Remember the drive pulley is free so don't let it drop when yuo push out the spindle.
Check your spindle when it's out,mine was "scarred" causing a wobble.
IIRC there are two different sized bearing's.
If this is a VS model disregard the abovve instructions, I have never done one of those.[

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Also if this is the one you won last year remember there is a two year warrantyu.MHW tool group handles JET, they sent me my new bearings in 2 days.
If you have any questions you have my number.