Whoa - that looks like an exciting journey to take !
There are direct flights, trains and buses for this journey. Mumbai (Maharashtra) to Chennai (Tamil Nadu) distance is 1341 km and you can get there by flight in just over 1 hour and 45 minutes or by train fares starting from ₹ 461.
The weather is amazing right now. You'll have a great time.