Generative Art Timeline · Chapter 8: Tooling Era (2000s)
2002
Doug Eck Advances Neural Network Creative Expression

These early creative expressions with neural networks continued decades of previous research covered in the Timeline by Peter M. Todd, J. P. Lewis, Jürgen Schmidhuber and others. A key figure in the foundation of modern AI art, Doug Eck created four “Blues Improvisations” in the essay “Composing Music with LSTM Recurrent Networks - Blues Improvisation.” In this unassuming but fascinating paper, Eck, a former postdoc of Schmidhuber, explored using “Long Short-Term Memory” [LSTM] recurrent neural networks for music composition. The project focused on creating blues improvisations, training the network with a 12-bar jazz bebop blues structure. The LSTM learned to generate coherent melodies and harmonize with fixed chords, showcasing its ability to capture long-term musical structure. Often the first experiments with new technologies and system appear in music or text with their pre-set rules. Christopher Strachey and Max Mathew working with the earliest computers in text (1952) and sound (1957) respectively both pre-date Michael Noll’s first visual experimentation. As it is with neural network art, where artistic experimentation with music preceded the visual.
Text by Peter Bauman. Generative Art Timeline, Le Random, fact-checked September 2026.
Sources
People
A. Michael Noll, Christopher Strachey, Doug Eck, Jürgen Schmidhuber
Movements
Machine Learning Art
Filed under
- Ideas
- ai art, blues, Computer Music, Generative Music, jazz, Machine Learning Art, memory, music composition
- Technologies
- artificial intelligence, LSTM, neural networks, recurrent neural networks (RNNs)
- People
- A. Michael Noll, Christopher Strachey, Doug Eck, Jürgen Schmidhuber
- Works
- Composing Music with LSTM Recurrent Networks
Echoes across time
- 1957 · An Experiment in Musical Composition is Published
- 1960 · Music from Mathematics, the First Computer Music Issued on Record
- 2022 · Noteworthy AI Work
Le Random editorials
- A. Michael Noll on When It All Started, A. Michael Noll, March 25, 2025
- Memo Akten on Rituals as Algorithms, Peter Bauman, July 13, 2026
Le Random podcast
- Timeline Ch 4—Digital Era Pt I (1960s) with Dr A Michael Noll — listen with transcript on Le Random (07 Sep 2023, 60 min). Featuring A. Michael Noll. Apple Podcasts · Spotify
- Timeline Ch 8—Tooling Era (2000s) with Christiane Paul, Casey Reas, Christa Sommerer & Golan Levin — listen with transcript on Le Random (15 May 2024, 64 min). Chapter 8’s episode. Apple Podcasts · Spotify