Pack some nice homemade food, cause this isn't a short trip !
There are direct flights and trains for this journey. Mumbai (Maharashtra) to Cochin (Kerala) distance is 1544 km and you can get there by flight in just over 1 hour and 50 minutes or by train fares starting from ₹ 515.
The weather is amazing right now. You'll have a great time.