Hmm .. that journey is surely more than just a weekend trip ?
There are direct flights and trains for this journey. New Delhi (Delhi) to Cochin (Kerala) distance is 2686 km and you can get there by flight in just over 2 hours and 55 minutes or by train fares starting from ₹ 730.
The weather is amazing right now. You'll have a great time.