6min chapter

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence) cover image

Chronos: Learning the Language of Time Series with Abdul Fatir Ansari - #685

The TWIML AI Podcast (formerly This Week in Machine Learning & Artificial Intelligence)

CHAPTER

Enhancing Time Series Models with Data Augmentation

Exploring two data augmentation schemes for time series data: combining real-world time series data and using Gaussian processes to generate synthetic data. Optimal model performance achieved with a 90% real data and 10% synthetic data split, with insights on the effectiveness of training models solely on synthetic data.

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