I am Beril, Dean of School of AI from The Netherlands. With the School of AI Dean and Wizard meetups, I will be introducing you inspiring AI people. As a dean, I am taking responsibility to build local AI communities and to support anyone who wants to learn and use AI. ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ In this episode, my guest is Austin McKay, who is a music AI expert and a data science consultant. Here are the links that Austin has introduced in this episode: https://github.com/TheAustinator/tunator https://www.linkedin.com/in/theaustinator/ AIVA https://www.aiva.ai/engine Song -- Genesis: https://www.youtube.com/watch?v=Ebnd03x137A on NVIDIA "I am AI": https://www.youtube.com/watch?v=CPh0bKcXgLo on NVIDIA "The AI Podcast": https://soundcloud.com/theaipodcast/ep-34 Other Music Generation Startups https://www.ampermusic.com/ https://www.jukedeck.com/make/tracks/browse https://soundcloud.com/melomics_media https://soundcloud.com/melodrivemusic AI in Music Resources Deep Learning Tools: http://www.asimovinstitute.org/analyzing-deep-learning-tools-music/ Siraj Raval Music: https://www.youtube.com/channel/UCWN3xxRkmTPmbKwht9FuE5A/search?query=music Awesome Deep Learning Music Repo (Papers): https://github.com/ybayle/awesome-deep-learning-music Deep Learning for Music Blog Post (Resource Links): https://gogul09.github.io/software/deep-learning-for-music Magenta https://magenta.tensorflow.org/ https://experiments.withgoogle.com/ai/melody-mixer/view/ Magenta on GCP Tutorial: https://www.youtube.com/watch?v=4tujdi8yyow TWIML -- Doug Eck: https://www.youtube.com/watch?v=8AARfVVrdXc Vocal Separation TWIML -- Eric Humphrey: https://twimlai.com/twiml-talk-98-separating-vocals-recorded-music-spotify-eric-humphrey/ U-Net: https://rachelbittner.weebly.com/uploads/3/2/1/8/32182799/jansson_ismir_2017.pdf MIDI Transcription https://www.youtube.com/watch?v=9boJ-Ai6QFM https://github.com/aniawsz/rtmonoaudio2midi/blob/master/audiostream.py https://github.com/nhfruchter/music-transcription Implementation Resources Magenta MusicVAE Paper: https://arxiv.org/pdf/1803.05428.pdf High Level VAE Primer: http://kvfrans.com/variational-autoencoders-explained/ Keras: https://keras.io/ Tensorboard: https://www.tensorflow.org/guide/summaries_and_tensorboard Music21: http://web.mit.edu/music21/ Music21 Examples: https://www.kaggle.com/wfaria/midi-music-data-extraction-using-music21/notebook Datasets: https://github.com/TheAustinator/tunator https://www.linkedin.com/in/theaustinator/ Scraping https://www.import.io/post/machine-learning-dataset-musical-training/ https://chrome.google.com/webstore/detail/web-scraper/jnhgnonknehpejjnehehllkliplmbmhn?hl=en Other Music Resources Python in Music: https://wiki.python.org/moin/PythonInMusic Math and Music: https://www.youtube.com/watch?v=teSiBdFgDOI Ableton Live Free Trial: https://www.ableton.com/en/trial/ Taryn Southern -- Break Free: https://www.youtube.com/watch?v=XUs6CznN8pw TWIML -- Taryn Southern: https://twimlai.com/twiml-talk-139-exploring-ai-generated-music-with-taryn-southern/ Austin's Other Project Resources Cryptocurrency Portfolio Management Paper: https://arxiv.org/pdf/1706.10059.pdf Wavenet: https://deepmind.com/blog/wavenet-generative-model-raw-audio/ Quantified Self: http://quantifiedself.com/guide/ ~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ And last, but not least, join to my School of AI, especially if you are in the Netherlands: https://www.facebook.com/groups/school.of.ai.east.nl/ If you want to; * be a speaker in a local event * organize a workshop in the Netherlands * have an interview with me * want to share your AI expertise on this YouTube channel please contact me at; beril@create4D.com My personal website: http://www.BerilSirmacek.com My company website: http://www.create4D.com Linkedin profile: https://www.linkedin.com/in/beril-sirmacek-8ba1328/ Follow me on Twitter: https://twitter.com/berilsirmacek ... https://www.youtube.com/watch?v=5xTWkJm10To