The calculated distance (air line) between East Melbourne and Ballarat is approximately 65 miles respectively 104 kilometers.
By car or train, the actual journey to Ballarat is certainly longer, as only the direct route (as the crow flies) between East Melbourne and Ballarat has been calculated here.
Air line (approximately)
104 kilometers
56 nautical miles