Because you have time on there as well you have a couple of options.
1. Use BETWEEN
WHERE TradingDate BETWEEN '2015-10-05' AND '2015-10-05 23:59:59'
Or if you have SQL 2008 or later
2. Convert To Date
WHERE CONVERT(Date, TradingDate) = '2015-10-05'
which strips off the time.