2min snip

Vanishing Gradients cover image

Episode 27: How to Build Terrible AI Systems

Vanishing Gradients

NOTE

Synthetic Data Generation for Computer Vision Models

In computer vision, generating synthetic data through perturbations of existing images allows for the creation of diverse data with minimal original data points. This synthesis enables robustness and fine-tuning of models with relatively low data requirements. This approach reduces the need for large datasets and instead focuses on generating high-quality examples, significantly enhancing model training and performance with a smaller number of data points.

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