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People some ask me what struck us the most while doing the Skiptune project, and the answer has consistently been the strong impression that new patterns of two consecutive notes emerge once in while at an irregular rate.  Wondering why, an hypothesis came to mind that, loosely stated, composers incorporate a new two-note pattern when…

Hashing is a technique by which data are compressed into a fixed-size value that can be compared quickly.  Invented in the 1950s to access data stored on early computers, it allowed programmers to avoid having to search for a name sequentially, one at a time, a slow and inefficient searching strategy.   For example, if…

We recognized that our coding of rests as zeroes presented searching errors relatively early, but we put off thinking about a solution off until we needed to finalize the database in preparation for machine learning. We had several options to solve it. The first was as follows: Construct another string of numbers that parallels each…

We’ve been putting off a needed correction to the database that we can no longer delay because training any AI model without this correction would be impossible.  When we were deciding how to encode melodies written with standard Western music notation, encoding the notes as their numerical MIDI values was an easy (and correct) decision.…