Any non Deep Learning python packages for sequence classification.?
Have you thought of using Conditional Random Fields? I had used it for my thesis some years ago and papers from Prof. Sunita Sarawagi were a great resource for me. You can use the CRFsuite library which also offers a python wrapper.