Archives for August, 2021 - Page 37

03 Aug

Complete Guide To AugLy: A Modern Data Augmentation Library

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image-24844

AugLy, a new open source Python library that helps AI researchers to make use and create data augmentations to improve the robustness of their created machine learning models. Augmentations can include a wide variety of modifications to a dataset, ranging from cropping a photo to changing the pitch of a voice recording. In addition, AugLy provides sophisticated data augmentation tools to create samples to train and test different systems. AugLy currently supports four modalities, namely audio, image text and video and over 100 other augmentations. Each modality’s augmentations are contained within its sub-library. These sub-libraries can help perform both function-based, and class-based transforms, composition operators and are also available with an option to provide metadata about the transformation applied.

The post Complete Guide To AugLy: A Modern Data Augmentation Library appeared first on Analytics India Magazine.

03 Aug

Hands-On Guide To Custom Training With Tensorflow Strategy

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image-24842

Distributed training in TensorFlow is built around data parallelism, where we can replicate the same model architecture on multiple devices and run different slices of input data on them. Here the device is nothing but a unit of CPU + GPU or separate units of GPUs and TPUs. This method follows like; our entire data is divided into equal numbers of slices. These slices are decided based on available devices to train; following each slice, there is a model to train on that slice.

The post Hands-On Guide To Custom Training With Tensorflow Strategy appeared first on Analytics India Magazine.