Music and Artificial Intelligence

  1. Algorithmic Composition and Music Generation
    1. Historical and Traditional Approaches
      1. Stochastic Methods
        1. Random Number Generation
          1. Uniform Distribution
            1. Normal Distribution
              1. Custom Probability Distributions
              2. Markov Chains
                1. First-Order Markov Models
                  1. Higher-Order Markov Models
                    1. State Transition Matrices
                      1. Training Data Requirements
                        1. Melody Generation
                          1. Harmony Generation
                            1. Rhythm Generation
                            2. Random Walks
                              1. Simple Random Walks
                                1. Biased Random Walks
                                  1. Constrained Random Walks
                                    1. Pitch Space Navigation
                                      1. Rhythmic Variation
                                    2. Rule-Based Systems
                                      1. Grammatical Approaches
                                        1. Context-Free Grammars
                                          1. Context-Sensitive Grammars
                                            1. Generative Grammar for Music
                                              1. Parse Trees for Musical Structure
                                              2. L-Systems
                                                1. Lindenmayer Systems
                                                  1. Production Rules
                                                    1. Axioms and Iterations
                                                      1. Recursive Structure Generation
                                                        1. Fractal Music Generation
                                                        2. Constraint-Based Generation
                                                          1. Constraint Satisfaction Problems
                                                            1. Hard Constraints
                                                              1. Soft Constraints
                                                                1. Backtracking Algorithms
                                                                  1. Local Search Methods
                                                                  2. Expert Systems
                                                                    1. Knowledge Representation
                                                                      1. Rule Engines
                                                                        1. Inference Mechanisms
                                                                      2. Evolutionary and Genetic Algorithms
                                                                        1. Genetic Algorithms for Music
                                                                          1. Chromosome Representation
                                                                            1. Fitness Functions
                                                                              1. Aesthetic Fitness
                                                                                1. Structural Fitness
                                                                                  1. Style Fitness
                                                                                  2. Selection Methods
                                                                                    1. Tournament Selection
                                                                                      1. Roulette Wheel Selection
                                                                                      2. Crossover Operations
                                                                                        1. Single-Point Crossover
                                                                                          1. Multi-Point Crossover
                                                                                            1. Uniform Crossover
                                                                                            2. Mutation Operations
                                                                                              1. Point Mutation
                                                                                                1. Inversion Mutation
                                                                                                  1. Scramble Mutation
                                                                                                2. Genetic Programming
                                                                                                  1. Tree-Based Representation
                                                                                                    1. Function Sets
                                                                                                      1. Terminal Sets
                                                                                                        1. Bloat Control
                                                                                                        2. Interactive Evolution
                                                                                                          1. Human-in-the-Loop Systems
                                                                                                            1. Aesthetic Evaluation
                                                                                                              1. User Interface Design
                                                                                                            2. Cellular Automata
                                                                                                              1. One-Dimensional Cellular Automata
                                                                                                                1. Two-Dimensional Cellular Automata
                                                                                                                  1. Rule Definition
                                                                                                                    1. Musical Mapping Strategies
                                                                                                                  2. Deep Learning for Music Generation
                                                                                                                    1. Sequence Modeling with RNNs
                                                                                                                      1. Vanilla RNNs
                                                                                                                        1. Vanishing Gradient Problem
                                                                                                                          1. Exploding Gradient Problem
                                                                                                                          2. Long Short-Term Memory Networks
                                                                                                                            1. Memory Cell Architecture
                                                                                                                              1. Input Gate
                                                                                                                                1. Forget Gate
                                                                                                                                  1. Output Gate
                                                                                                                                    1. Handling Long-Term Dependencies
                                                                                                                                      1. LSTM Variants
                                                                                                                                      2. Gated Recurrent Units
                                                                                                                                        1. Reset Gate
                                                                                                                                          1. Update Gate
                                                                                                                                            1. Simplified Architecture
                                                                                                                                              1. Computational Efficiency
                                                                                                                                              2. Bidirectional RNNs
                                                                                                                                                1. Forward and Backward Processing
                                                                                                                                                  1. Context Integration
                                                                                                                                                  2. Applications to Music
                                                                                                                                                    1. Melody Generation
                                                                                                                                                      1. Chord Progression Generation
                                                                                                                                                        1. Rhythm Pattern Generation
                                                                                                                                                          1. Multi-Voice Generation
                                                                                                                                                            1. Style Transfer
                                                                                                                                                          2. Generative Adversarial Networks
                                                                                                                                                            1. GAN Architecture
                                                                                                                                                              1. Generator Network
                                                                                                                                                                1. Discriminator Network
                                                                                                                                                                  1. Adversarial Training
                                                                                                                                                                    1. Nash Equilibrium
                                                                                                                                                                    2. Training Challenges
                                                                                                                                                                      1. Mode Collapse
                                                                                                                                                                        1. Training Instability
                                                                                                                                                                          1. Vanishing Gradients
                                                                                                                                                                            1. Non-Convergence
                                                                                                                                                                            2. GAN Variants for Music
                                                                                                                                                                              1. Deep Convolutional GANs
                                                                                                                                                                                1. Wasserstein GANs
                                                                                                                                                                                  1. Progressive GANs
                                                                                                                                                                                    1. StyleGAN
                                                                                                                                                                                    2. Audio Generation with GANs
                                                                                                                                                                                      1. Raw Waveform Generation
                                                                                                                                                                                        1. Spectrogram Generation
                                                                                                                                                                                          1. High-Resolution Audio
                                                                                                                                                                                          2. Symbolic Music Generation
                                                                                                                                                                                            1. MIDI Generation
                                                                                                                                                                                              1. Score Generation
                                                                                                                                                                                                1. Multi-Track Generation
                                                                                                                                                                                              2. Autoencoders and Variational Models
                                                                                                                                                                                                1. Standard Autoencoders
                                                                                                                                                                                                  1. Encoder Architecture
                                                                                                                                                                                                    1. Decoder Architecture
                                                                                                                                                                                                      1. Bottleneck Representation
                                                                                                                                                                                                        1. Reconstruction Loss
                                                                                                                                                                                                        2. Variational Autoencoders
                                                                                                                                                                                                          1. Probabilistic Encoder
                                                                                                                                                                                                            1. Probabilistic Decoder
                                                                                                                                                                                                              1. KL Divergence Loss
                                                                                                                                                                                                                1. Reparameterization Trick
                                                                                                                                                                                                                  1. Latent Space Properties
                                                                                                                                                                                                                  2. Applications in Music
                                                                                                                                                                                                                    1. Music Compression
                                                                                                                                                                                                                      1. Style Interpolation
                                                                                                                                                                                                                        1. Latent Space Exploration
                                                                                                                                                                                                                          1. Music Morphing
                                                                                                                                                                                                                            1. Controllable Generation
                                                                                                                                                                                                                            2. Conditional VAEs
                                                                                                                                                                                                                              1. Conditional Generation
                                                                                                                                                                                                                                1. Style Control
                                                                                                                                                                                                                                  1. Attribute Manipulation
                                                                                                                                                                                                                                2. Transformer Models
                                                                                                                                                                                                                                  1. Attention Mechanism
                                                                                                                                                                                                                                    1. Self-Attention
                                                                                                                                                                                                                                      1. Multi-Head Attention
                                                                                                                                                                                                                                        1. Scaled Dot-Product Attention
                                                                                                                                                                                                                                          1. Attention Weights Interpretation
                                                                                                                                                                                                                                          2. Transformer Architecture
                                                                                                                                                                                                                                            1. Encoder-Decoder Structure
                                                                                                                                                                                                                                              1. Positional Encoding
                                                                                                                                                                                                                                                1. Layer Normalization
                                                                                                                                                                                                                                                  1. Residual Connections
                                                                                                                                                                                                                                                    1. Feed-Forward Networks
                                                                                                                                                                                                                                                    2. Pre-trained Language Models
                                                                                                                                                                                                                                                      1. BERT for Music
                                                                                                                                                                                                                                                        1. GPT for Music
                                                                                                                                                                                                                                                          1. Transfer Learning
                                                                                                                                                                                                                                                            1. Fine-Tuning Strategies
                                                                                                                                                                                                                                                            2. Music-Specific Transformers
                                                                                                                                                                                                                                                              1. Music Transformer
                                                                                                                                                                                                                                                                1. MuseNet
                                                                                                                                                                                                                                                                  1. MAESTRO Dataset
                                                                                                                                                                                                                                                                    1. Long-Sequence Modeling
                                                                                                                                                                                                                                                                  2. Diffusion Models
                                                                                                                                                                                                                                                                    1. Denoising Diffusion Models
                                                                                                                                                                                                                                                                      1. Forward Diffusion Process
                                                                                                                                                                                                                                                                        1. Reverse Diffusion Process
                                                                                                                                                                                                                                                                          1. Noise Scheduling
                                                                                                                                                                                                                                                                            1. Training Objectives
                                                                                                                                                                                                                                                                            2. Score-Based Models
                                                                                                                                                                                                                                                                              1. Score Function Estimation
                                                                                                                                                                                                                                                                                1. Langevin Dynamics
                                                                                                                                                                                                                                                                                  1. Stochastic Differential Equations
                                                                                                                                                                                                                                                                                  2. Applications to Audio
                                                                                                                                                                                                                                                                                    1. High-Quality Audio Generation
                                                                                                                                                                                                                                                                                      1. Conditional Generation
                                                                                                                                                                                                                                                                                        1. Inpainting and Editing
                                                                                                                                                                                                                                                                                    2. Types of AI Music Generation
                                                                                                                                                                                                                                                                                      1. Symbolic Music Generation
                                                                                                                                                                                                                                                                                        1. MIDI Generation
                                                                                                                                                                                                                                                                                          1. Note-Level Generation
                                                                                                                                                                                                                                                                                            1. Event-Based Representation
                                                                                                                                                                                                                                                                                              1. Performance Controls
                                                                                                                                                                                                                                                                                                1. Multi-Track Coordination
                                                                                                                                                                                                                                                                                                2. Score-Based Generation
                                                                                                                                                                                                                                                                                                  1. Musical Notation
                                                                                                                                                                                                                                                                                                    1. Engraving Quality
                                                                                                                                                                                                                                                                                                      1. Layout Optimization
                                                                                                                                                                                                                                                                                                      2. Lead Sheet Generation
                                                                                                                                                                                                                                                                                                        1. Melody and Chord Symbols
                                                                                                                                                                                                                                                                                                          1. Jazz Standards Style
                                                                                                                                                                                                                                                                                                          2. Counterpoint Generation
                                                                                                                                                                                                                                                                                                            1. Species Counterpoint
                                                                                                                                                                                                                                                                                                              1. Bach Chorale Style
                                                                                                                                                                                                                                                                                                                1. Voice Independence
                                                                                                                                                                                                                                                                                                                  1. Harmonic Rules
                                                                                                                                                                                                                                                                                                                2. Audio Synthesis and Generation
                                                                                                                                                                                                                                                                                                                  1. Raw Waveform Generation
                                                                                                                                                                                                                                                                                                                    1. Sample-Level Modeling
                                                                                                                                                                                                                                                                                                                      1. WaveNet Architecture
                                                                                                                                                                                                                                                                                                                        1. Dilated Convolutions
                                                                                                                                                                                                                                                                                                                          1. Receptive Field Design
                                                                                                                                                                                                                                                                                                                            1. Parallel WaveNet
                                                                                                                                                                                                                                                                                                                              1. WaveGlow
                                                                                                                                                                                                                                                                                                                                1. WaveGrad
                                                                                                                                                                                                                                                                                                                                2. Neural Vocoders
                                                                                                                                                                                                                                                                                                                                  1. Mel-Spectrogram to Audio
                                                                                                                                                                                                                                                                                                                                    1. Griffin-Lim Algorithm
                                                                                                                                                                                                                                                                                                                                      1. Neural Vocoding
                                                                                                                                                                                                                                                                                                                                        1. Real-Time Synthesis
                                                                                                                                                                                                                                                                                                                                        2. Neural Audio Synthesis
                                                                                                                                                                                                                                                                                                                                          1. NSynth
                                                                                                                                                                                                                                                                                                                                            1. GANSynth
                                                                                                                                                                                                                                                                                                                                              1. DDSP
                                                                                                                                                                                                                                                                                                                                                1. Differentiable Digital Signal Processing
                                                                                                                                                                                                                                                                                                                                                  1. Timbre Transfer
                                                                                                                                                                                                                                                                                                                                                  2. Singing Voice Synthesis
                                                                                                                                                                                                                                                                                                                                                    1. Text-to-Speech for Singing
                                                                                                                                                                                                                                                                                                                                                      1. Phoneme Alignment
                                                                                                                                                                                                                                                                                                                                                        1. Pitch Control
                                                                                                                                                                                                                                                                                                                                                          1. Vibrato and Expression
                                                                                                                                                                                                                                                                                                                                                        2. Controllable Generation
                                                                                                                                                                                                                                                                                                                                                          1. Style Transfer
                                                                                                                                                                                                                                                                                                                                                            1. Musical Style Imitation
                                                                                                                                                                                                                                                                                                                                                              1. Composer Style Transfer
                                                                                                                                                                                                                                                                                                                                                                1. Genre Transfer
                                                                                                                                                                                                                                                                                                                                                                  1. Period Style Transfer
                                                                                                                                                                                                                                                                                                                                                                    1. Cross-Cultural Transfer
                                                                                                                                                                                                                                                                                                                                                                    2. Conditional Generation
                                                                                                                                                                                                                                                                                                                                                                      1. Text-to-Music Generation
                                                                                                                                                                                                                                                                                                                                                                        1. Image-to-Music Generation
                                                                                                                                                                                                                                                                                                                                                                          1. Emotion-Conditioned Generation
                                                                                                                                                                                                                                                                                                                                                                            1. Mood-Based Generation
                                                                                                                                                                                                                                                                                                                                                                            2. Interactive Control
                                                                                                                                                                                                                                                                                                                                                                              1. Real-Time Parameter Control
                                                                                                                                                                                                                                                                                                                                                                                1. Gesture-Based Control
                                                                                                                                                                                                                                                                                                                                                                                  1. Semantic Control
                                                                                                                                                                                                                                                                                                                                                                                    1. Latent Space Navigation
                                                                                                                                                                                                                                                                                                                                                                                    2. Constraint-Based Generation
                                                                                                                                                                                                                                                                                                                                                                                      1. Harmonic Constraints
                                                                                                                                                                                                                                                                                                                                                                                        1. Rhythmic Constraints
                                                                                                                                                                                                                                                                                                                                                                                          1. Formal Constraints
                                                                                                                                                                                                                                                                                                                                                                                            1. Instrumentation Constraints
                                                                                                                                                                                                                                                                                                                                                                                              1. Range Constraints
                                                                                                                                                                                                                                                                                                                                                                                            2. Multi-Modal Generation
                                                                                                                                                                                                                                                                                                                                                                                              1. Audio-Visual Generation
                                                                                                                                                                                                                                                                                                                                                                                                1. Music Video Synchronization
                                                                                                                                                                                                                                                                                                                                                                                                  1. Visual Music Generation
                                                                                                                                                                                                                                                                                                                                                                                                    1. Cross-Modal Correspondence
                                                                                                                                                                                                                                                                                                                                                                                                    2. Text and Music
                                                                                                                                                                                                                                                                                                                                                                                                      1. Lyric Generation
                                                                                                                                                                                                                                                                                                                                                                                                        1. Song Structure Alignment
                                                                                                                                                                                                                                                                                                                                                                                                          1. Semantic Coherence
                                                                                                                                                                                                                                                                                                                                                                                                          2. Dance and Music
                                                                                                                                                                                                                                                                                                                                                                                                            1. Choreography Generation
                                                                                                                                                                                                                                                                                                                                                                                                              1. Movement Synchronization
                                                                                                                                                                                                                                                                                                                                                                                                                1. Rhythm-Motion Mapping

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                                                                                                                                                                                                                                                                                                                                                                                                          Go to top

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                                                                                                                                                                                                                                                                                                                                                                                                          4. Interactive Music Systems