Using Dropout Regularization in PyTorch Models

Dropout is a simple and powerful regularization technique for neural networks and deep learning models. In this post, you will discover the Dropout regularization technique and how to apply it to your models in PyTorch models. After reading this post, you will know: How the Dropout regularization technique works How to use Dropout on your …

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Use Generative AI for Facebook Ads to Combat Fatigue

Have you noticed your Facebook ads drop in performance soon after you put a new campaign on the platform? You’re definitely not alone. The Meta platforms Facebook and Instagram still have the largest audiences in social media, but Facebook’s ad dominance has eroded in the past few years. That’s both in terms of how much …

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FRMT: A Benchmark for Few-Shot Region-Aware Machine Translation

Posted by Parker Riley, Software Engineer, and Jan Botha, Research Scientist, Google Research Many languages spoken worldwide cover numerous regional varieties (sometimes called dialects), such as Brazilian and European Portuguese or Mainland and Taiwan Mandarin Chinese. Although such varieties are often mutually intelligible to their speakers, there are still important differences. For example, the Brazilian …