# Data Preprocessing The following data pre-processing utilities are available: - [Common Utilities](utilities.md) - Common data preprocessing utilities - [AudioFeatureGenerator](audio_feature_generator.md) - Converts raw audio samples into spectrograms - [ParallelImageDataGenerator](./image_data_generator.md) - Allows for efficiently generating augmented image samples during model training and evaluation - [ParallelAudioDataGenerator](./audio_data_generator.md) - Allows for efficiently generating augments audio samples during model training and evaluation The source code for these APIs may be found on Github at [https://github.com/siliconlabs/mltk/tree/master/mltk/core/preprocess](https://github.com/siliconlabs/mltk/tree/master/mltk/core/preprocess). ```{toctree} :maxdepth: 1 :hidden: ./audio_feature_generator ./audio_feature_generator_settings ./image_data_generator ./image_data_generator_params ./audio_data_generator ./audio_data_generator_params ./utilities ```