Combining Different NLP Models like Sentiment Analyzer , POS tagging , Embeddings with SeqtoSeq

How can we Combine Different NLP Models like Sentiment Analyzer , POS tagging , Embeddings with SeqtoSeq.
In the same Model to perform a specific task? Is it Possible ? Can anyone Help me out?