Yes- a film or ceramic cap is fine for the 1,000pF part C3. The original circuit is from Radio-Electronics I think.
Note the charging circuit has a few weaknesses - if you connect a battery backwards, it is kill.
If power is off or unplugged and you connect a battery, backfeed into LM350 it does not like as well.