The IEEE International Workshop on Machine Learning for Signal Processing (MLSP) is an annual event organized by the IEEE Signal Processing Society MLSP Technical Committee. The 34th MLSP will take place in Imperial College London, United Kingdom. The IEEE MLSP 2024 will solicit papers that are devoted to the most recent and exciting advances in machine learning for signal processing.