We’ve reached the end of Hosea, and God concludes this book not with judgment but with grace.  And that grace comes in the form of an invitation to return to Him. This turning away from false gods to the one, true God is picked up in the New Testament with the idea of repentance. 
(Hosea 14:1-9/Matthew 4:12-17)