Speech-to-singing (STS) conversion is the task of converting the read lyrics of a song, spoken in natural manner, to proper singing. The most important aspect of the task is to change the prosody of the natural speech to match with that of proper singing, while retaining the linguistic content and the speaker's identity. STS conversion is a challenging task because speaking and singing are different in many ways.