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Windows 10 has actually streamlined the update process, so you should be seeing fewer errors.
Microsoft feels your pain: it knows the update process can cause problems every now and again, which is why it's developed a troubleshooter program specifically for it – search the old Control Panel for "troubleshooting", then select 'Fix problems with Windows Update' from the list on-screen.
One of the more obscure reasons why a Windows update might not be installing is because a virus or some kind of spyware is blocking it: malicious apps like these can often be squashed by Windows security updates, which is why they try and stop the latest patches from being installed on your machine.
Try running a full and thorough virus scan using whatever security software you have installed (you do have some installed, right? If you think your antivirus tool has also been compromised you can download some on-demand scanners, like this one from Microsoft or this one from Dr. Restoring key Windows files and OS options is a lot easier than it used to be, and 'resetting' Windows 10 basically means putting all the system files back to their factory state without touching your personal files along the way (although you can choose to wipe your drive completely if you want).
Speaking of running smoothly, however, these updates don't always do that.
It then started what appeared to be the full Windows 10 installation.
The process doesn't affect your personal files or programs, but it may not be available to you depending on how Windows was originally set up.
If Windows' own troubleshooter doesn't work (see step 4) then you can try and carry out the same process yourself manually: stopping the Windows Update service, deleting the temporary files it's created, then starting Windows Update again.
If you've got the time, and the patience, we'd recommend waiting a couple of hours, especially with slower machines – go and cut the grass or watch a movie.
It may seem extreme, but you don't want to start meddling with these fundamental processes unless you really have to.