Explore the crucial model compression techniques of pruning and quantization for efficient real-time audio applications in this conference talk from ADCx India 2024. Discover how these methods can significantly reduce computational complexity and memory usage while maintaining high performance in resource-constrained environments. Learn about various pruning methodologies, quantization processes, and their impact on sophisticated audio models for tasks such as real-time audio effects, audio style transfer, and source separation. Gain insights into implementing these techniques to enhance the efficiency of complex audio processing models, enabling robust real-time performance even on devices with limited resources.