Non-coding RNAs are RNA molecules that are transcribed from DNA but are not translated into proteins, playing crucial roles in regulating gene expression and maintaining cellular functions. They include various types such as microRNAs, long non-coding RNAs, and small interfering RNAs, each with distinct mechanisms and biological impacts.