Imbalanced Data

When 50/50 Isn’t Optimal: Debunking Even Rebalancing

for an Old Challenge You're training your model for spam detection. Your dataset has many more positives than negatives, so that you invest countless hours of labor to rebalance it to a 50/50 ratio....

The Next AI Revolution: A Tutorial Using VAEs to Generate High-Quality Synthetic Data

What's synthetic data? Data created by a pc intended to duplicate or augment existing data. Why is it useful? We've all experienced the success of ChatGPT, Llama, and more recently, DeepSeek. These language models are getting used...

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