That can get long and tiring if you aren't flying!
There are direct flights and trains for this journey. Mumbai (Maharashtra) to Thiruvananthapuram (Kerala) distance is 1728 km and you can get there by flight in just over 1 hour and 55 minutes or by train fares starting from ₹ 575.
The weather is amazing right now. You'll have a great time.