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awesome-ai-music-generation
A curated compilation of AI-driven generative music resources and projects. Explore the blend of machine learning algorithms and musical creativity.
https://github.com/Curated-Awesome-Lists/awesome-ai-music-generation
Last synced: 5 days ago
JSON representation
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GitHub projects
- Magenta
- Audiocraft
- Muzic
- musiclm-pytorch - of-the-art model for music generation using attention networks 🎼 (2763 stars)
- riffusion - time music generation 🎵 (2727 stars)
- Mubert-Text-to-Music - based music generation using Mubert API 🎵 (2674 stars)
- Magenta.js
- AudioLDM2 - to-Audio/Music Generation 🎵 (1733 stars)
- musegan
- **Radium**
- **GRUV**
- **DeepJ** - specific music generation. 🎵🔥 (717 stars)
- **Music Generation with Deep Learning**
- **Musika**
- **Music Generation Research**
- **MusPy**
- **MusicGenerator**
- **MuseTree**
- **VampNET**
- riffusion - time music generation 🎵 (2727 stars)
- riffusion-app - time music generation in a web app 🎵 (2474 stars)
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Articles & Blogs
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
- AI-Based Affective Music Generation Systems: A Review of Methods - AMG systems, discussing their building blocks, categorizing existing systems based on core algorithms, and exploring AI-based approaches for composing affective music.
- Music FaderNets: Controllable Music Generation Based On High - level feature representations by manipulating low-level attributes through feature disentanglement and latent regularization techniques.
- MusPy: A Toolkit for Symbolic Music Generation - source Python library for symbolic music generation, providing tools for dataset management, data preprocessing, and model evaluation. Statistical analysis of supported datasets is also included.
- Music generation with variational recurrent autoencoder supported
- Magenta
- How to generate music with Python: The Basics
- A Survey on Artificial Intelligence for Music Generation: Agents ...
- Generating Music With Artificial Intelligence
- From Artificial Neural Networks to Deep Learning for Music ...
- A Classifying Variational Autoencoder with Application to ...
- Generating Ambient Music from WaveNet
- Generating Music using an LSTM Neural Network
- Generating Music With Artificial Intelligence
- Generating Music With Artificial Intelligence
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Books
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Hands-On Music Generation with Magenta - on guide integrates ML models into existing music production tools.
- Machine Learning and Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
- Deep Learning Techniques for Music Generation
- Algorithmic Composition: Paradigms of Automated Music Generation
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Slides & Presentations
- Awesome List Generator - source Python package that uses the power of GPT models to automatically curate and generate starting points for resource lists related to a specific topic.
- ISMIR 2019 tutorial: Generating music with generative adversarial networks (GANs)
- PopMAG: Pop Music Accompaniment Generation | PPT
- Artificial intelligence and Music | PPT
- Machine learning for creative AI applications in music (2018 nov) | PPT
- Algorithmic music generation | PPT
- Music Generation with Deep Learning | PPT
- Video Background Music Generation with Controllable Music Transformer
- Automatic Music Generation Using Deep Learning | PDF
- MuseGAN: Multi-track Sequential Generative Adversarial Networks for Symbolic Music Generation and Accompaniment (AAAI 2018) - track sequential generative adversarial networks for symbolic music generation and accompaniment, available as a PDF or for online viewing.
- Automatic Music Composition with Transformers, Jan 2021 | PPT
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Videos
- Musical Beginnings with Karen #7 Slippery Fish - YouTube - A video from the Music Generation Waterford program showcasing a music education performance.
- Music Generation with Magenta: Using Machine Learning in Arts - Nov 7, 2019. Composing music is hard, and the lack of inspiration can be daunting. This video explores how machine learning can be used in music generation.
- How to code a music generation genetic algorithm? - Apr 3, 2021. This video discusses coding a genetic algorithm for generating music, building upon the concepts presented in a previous video.
- Deep Learning for Music Generation - Feb 8, 2018. In this episode of the AI show, Erika explains how to create deep learning models using music as input, delving into the technical aspects of music generation using deep learning.
- Composing Heavy Metal with GPT - HuggingFace for Music - Jan 26, 2022. This video showcases the usage of HuggingFace for music generation, specifically focusing on composing heavy metal music.
- MusicGen: Simple and Controllable Music Generation Explained - Jun 25, 2023. This video provides an explanation of MusicGen, a framework for simple and controllable music generation.
- Jawlove - Everything Will Be Alright - YouTube - A music video featuring the song "Everything Will Be Alright" by Jawlove.
- Musical Beginnings with Karen #7 Slippery Fish - YouTube - A video from the Music Generation Waterford program showcasing a music education performance.
- Cybernetic Celebration | EDM | Loudly AI Music Generator - YouTube - A video demonstrating the use of the Loudly AI Music Generator to create EDM music.
- Music Generation Cork City - YouTube - A playlist of videos showcasing performances by Music Generation Cork City.
- Top AI music generating tools (publicly available tools) - video - A video exploring the top AI music generating tools available, including Mubert AI, AIVA, Soundraw, Beatoven AI, Boomy, and Amper Music.
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Research Papers
- Symbolic Music Generation with Diffusion Models - hoc conditional infilling results.
- Discrete Diffusion Probabilistic Models for Symbolic Music Generation
- Music Generation by Deep Learning-Challenges and Directions
- MidiNet: A Convolutional Generative Adversarial Network for Music Generation
- A systematic review of artificial intelligence-based music generation - based automatic music generation.
- What is missing in deep music generation? A study of repetition and structure
- MMM: Exploring Conditional Multi-Track Music Generation with the Transformer - track music with greater control and handling of long-term dependencies.
- Deep Learning Techniques for Music Generation - A Survey
- Mo^usai: Text-to-Music Generation with Long-Context Latent Diffusion - to-music generation model that can generate multiple minutes of high-quality stereo music from textual descriptions.
- Efficient Neural Music Generation - guided diffusion model that generates music audios of state-of-the-art quality while reducing forward passes in the sampling process, making it computationally efficient.
- VampNet: Music Generation via Masked Acoustic Token Modeling - fidelity musical waveforms. It showcases capabilities in music synthesis, compression, inpainting, and variation.
- MuseGAN: Multi-track Sequential Generative Adversarial Networks - track music generation using generative adversarial networks (GANs), taking into account temporal dynamics and interdependencies between tracks.
- JEN-1: Text-Guided Universal Music Generation with Diffusion - 1 is introduced as a universal high-fidelity model for text-to-music generation, incorporating both autoregressive and non-autoregressive training. It demonstrates superior performance in text-music alignment and music quality.
- Museformer: Transformer with Fine-and Coarse-Grained Attention - based approach for music generation that addresses challenges related to long music sequences and musical repetition structures. It introduces fine- and coarse-grained attention mechanisms to capture relevant music structures efficiently.
- A Comprehensive Survey on Deep Music Generation: Multi-level Perspectives
- Quantized GAN for Complex Music Generation from Dance Videos - GAN (D2M-GAN) is an adversarial multi-modal framework that generates complex musical samples conditioned on dance videos. It uses Vector Quantized (VQ) audio representation to generate diverse dance music styles.
- Musika! Fast Infinite Waveform Music Generation - controllable music generation system that allows for much faster than real-time generation of music of arbitrary length on a consumer CPU.
- Simple and Controllable Music Generation - quality music samples conditioned on textual description or melodic features, allowing better control over the generated output. It showcases superior performance compared to baselines on a standard text-to-music benchmark.
- Noise2Music: Text-conditioned Music Generation with Diffusion - quality 30-second music clips from text prompts. It explores different options for intermediate representations and demonstrates the ability to faithfully reflect key elements of the text prompt.
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Online Courses
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Tools & Software
- Stability AI unveils 'Stable Audio'
- SuperCollider
- Best Open Source AI Music Generators
- Soundful - free tracks instantly. Soundful generates high-quality music using AI technology, making it easy for anyone to create professional-sounding music.
- Strasheela - based music composition system. Users define music theories with sets of compositional rules, and the system generates music that complies with these theories.
- Best AI Music Generators - 2023 Reviews & Comparison
- What Is AI Generated Music? Best Music Tools for 2023 - generated music as a cheaper alternative, offering a free trial with unlimited music projects and monthly song downloads.
- Best Audio Editing Software in 2023: Compare Reviews on 100+ | G2 - time product reviews from verified users.
- Psycle Modular Music Creation Studio Reviews - 2023 - source software project.
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Conferences & Events
- Neuton.AI Events - Neuton.AI is hosting various events, including an ARM Tech Talk about the Next Generation Smart Toothbrush and showcasing their unique neural network framework for building compact models with optimal size and accuracy.
- FUTURE DEAD ARTISTS Events - Stay updated on upcoming events by FUTURE DEAD ARTISTS, including the FDA 2023 Freshman Class: FUTURE GENERATION Artists Talk.
- Generative AI, Apps, and DevOps | AI/ML Talks - Pulumi presents a talk on Generative AI, Apps, and DevOps in the field of AI/ML Talks on October 19, 2023, in Seattle, WA.
- Women in Tech & Entrepreneurship - Fort Lauderdale Chapter Happy Hour - Fort Lauderdale Chapter Happy Hour event for Women in Tech & Entrepreneurship.
Programming Languages
Categories
Sub Categories
Keywords
music
8
deep-learning
5
music-generation
5
audio
4
stable-diffusion
3
diffusion
3
tensorflow
3
ai
3
transformers
2
diffusers
2
machine-learning
2
music-composition
2
gan
2
music-synthesis
1
attention-mechanisms
1
artificial-intelligence
1
ai-music
1
audio-generation
1
generative-adversarial-network
1
composition
1
deep
1
generation
1
keras
1
learning
1
machine
1
music-information-retrieval
1
python
1
rnn
1
nextjs
1
threejs
1