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Sound Of AI
- 1. The Sound Of AI Aleksandr Tavgen
- 2. About Me • Love machinery from childhood • First gamewrote at 13y. old • UFO bombed tanks (Basic) • Last years worked at ML and Data Science fields related to FinTech • As a hobby different projects in art and robotics field
- 3. Some Of The Past Projects • Computer Vision • Robotics • New Ways Of Interactions • Art Related Projects
- 4. Neuroshtein Prepared for conference badge pickup party Planned as live improvisation 3 professional musicians And……
- 5. Recurrent Neural Networks • Produce good results when handling time series data with an underlying structure • The structure of a natural language has a number of dimensions • Semantic dimension is quite difficult for machines to grasp • Syntactic dimension is quite manageable for machines
- 6. Music As A Text Music is structured along various dimensions such as rhythm, intervals, dynamics 01 Music constitutes well-structured time series data 02 MIDI events could be represented as an alphabet 03
- 7. Trump Speeches Generating • Collected Corpus of Trump Speeches • Results were quite funny • Completed 340 minibatches of size 32x1000 characters Second. They left you asses, believe me, but I will have great people.I solling us some -- and you see something youve seen deterner to Mexico, we are building interest. 100,000. Im not going to be so bad. It was so proud of me. Incredible and or their cities which I kept the same wealthy. They dont want them, were the world companies.
- 8. Magenta Project • Google AI project • Stumbled upon when started this Project • Interface between MIDI and Tensorflow • Ableton was a glue
- 9. First Steps • MIDI signals should first be mapped onto an artificial alphabet • Pretrained LSTM RNN with two hidden layers of 128 elements • Continued Training on bunch of MIDI • Call-Response approach • Given the example Model try to reproduce rhythm structure
- 11. Configuration And Problems • Two models listens to each other in call-response mode • There were problems with midi-clock synchronization • Some latency were presented due to a large routes amount between MIDI • Latency were fixed by shifting
- 12. We made a video in Playtech Tallinn’s office • Every attempt of improvisation was different • Quite funny to fill office building with powerful bass sound
- 14. Vinyl Was Published • One track was taken from one of Neural Networks Improvisation • Music from this vinyl were used in next large project • Interactive Theatre with Java-Graphs and Non Linear Plotline
- 16. Bringing To Live • Connect Those Configuration With Solenoids • 8-10 Solenoids will be used • Main concert 07. march 2019
- 18. Q&A • Medium @Atavgen • Twitter @Atavgen • Will send some other articles by mail