Wow, that high for water straight out of the tap.
By comparison, my tap water is ~80 TDS.
Yes, you should do more water changes, but with tap water at about 180TDS, the best you can do is to get it nearer 200. Which is close to what the Neo shrimps like.
Simon has given you a solution using 'Zerowater filters', but you could also try rainwater. Collect as much as you can and use that for water changes. Or you can get an RO unit.
The cheap solution is rainwater.
You can get to around 200 with tapwater but it will take a while. If you do regular 10% changes, than increasing it to 20% water changes as Simon advised will help you get to a lower TDS faster. i wouldn't do more than 20% weekly changes.